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Posted to commits@airflow.apache.org by as...@apache.org on 2019/11/27 19:10:19 UTC

[airflow-site] 06/30: Latest docs version as of 1.8.x

This is an automated email from the ASF dual-hosted git repository.

ash pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/airflow-site.git

commit 9c75ee9e46cc5ec459979dbfd2c911743c07fd63
Author: Maxime Beauchemin <ma...@apache.org>
AuthorDate: Mon Mar 6 08:43:12 2017 -0800

    Latest docs version as of 1.8.x
---
 .../airflow/contrib/executors/mesos_executor.html  |   81 +-
 .../contrib/operators/hipchat_operator.html        |   72 +-
 _modules/airflow/executors/local_executor.html     |   73 +-
 .../airflow/executors/sequential_executor.html     |   59 +-
 _modules/airflow/macros.html                       |   79 +-
 _modules/airflow/macros/hive.html                  |   61 +-
 _modules/airflow/models.html                       | 1993 +++++++++++---------
 _modules/airflow/operators/sensors.html            |  242 ++-
 _modules/bash_operator.html                        |   77 +-
 _modules/dagrun_operator.html                      |   67 +-
 _modules/dbapi_hook.html                           |  130 +-
 _modules/dummy_operator.html                       |   49 +-
 _modules/email_operator.html                       |   61 +-
 _modules/ftp_hook.html                             |   69 +-
 _modules/generic_transfer.html                     |   57 +-
 _modules/http_hook.html                            |   61 +-
 _modules/http_operator.html                        |   71 +-
 _modules/index.html                                |   74 +-
 _modules/mysql_hook.html                           |   95 +-
 _modules/mysql_operator.html                       |   61 +-
 _modules/presto_check_operator.html                |   60 +-
 _modules/presto_hook.html                          |   63 +-
 _modules/python_operator.html                      |   69 +-
 _modules/sensors.html                              |  242 ++-
 _modules/sqlite_hook.html                          |   49 +-
 _modules/ssh_execute_operator.html                 |   75 +-
 _modules/ssh_hook.html                             |   81 +-
 _static/basic.css                                  |   68 +-
 _static/comment-bright.png                         |  Bin 3500 -> 756 bytes
 _static/comment-close.png                          |  Bin 3578 -> 829 bytes
 _static/comment.png                                |  Bin 3445 -> 641 bytes
 _static/css/badge_only.css                         |    2 +-
 _static/css/theme.css                              |    4 +-
 _static/down-pressed.png                           |  Bin 347 -> 222 bytes
 _static/down.png                                   |  Bin 347 -> 202 bytes
 _static/file.png                                   |  Bin 358 -> 286 bytes
 _static/fonts/Inconsolata-Bold.ttf                 |  Bin 66352 -> 109948 bytes
 _static/fonts/Inconsolata-Regular.ttf              |  Bin 84548 -> 96964 bytes
 _static/fonts/Lato-Bold.ttf                        |  Bin 121788 -> 656544 bytes
 _static/fonts/Lato-Regular.ttf                     |  Bin 120196 -> 656568 bytes
 _static/fonts/fontawesome-webfont.eot              |  Bin 56006 -> 76518 bytes
 _static/fonts/fontawesome-webfont.svg              |  207 +-
 _static/fonts/fontawesome-webfont.ttf              |  Bin 112160 -> 152796 bytes
 _static/fonts/fontawesome-webfont.woff             |  Bin 65452 -> 90412 bytes
 _static/jquery.js                                  |    8 +-
 _static/js/theme.js                                |   58 +-
 _static/minus.png                                  |  Bin 173 -> 90 bytes
 _static/plus.png                                   |  Bin 173 -> 90 bytes
 _static/searchtools.js                             |  115 +-
 _static/up-pressed.png                             |  Bin 345 -> 214 bytes
 _static/up.png                                     |  Bin 345 -> 203 bytes
 cli.html                                           |  482 +++--
 code.html                                          | 1933 +++----------------
 concepts.html                                      |  129 +-
 configuration.html                                 |   97 +-
 faq.html                                           |   61 +-
 genindex.html                                      | 1541 +++++----------
 index.html                                         |  115 +-
 installation.html                                  |   51 +-
 license.html                                       |   51 +-
 objects.inv                                        |  Bin 2326 -> 2147 bytes
 plugins.html                                       |   64 +-
 profiling.html                                     |   51 +-
 project.html                                       |   76 +-
 py-modindex.html                                   |   63 +-
 scheduler.html                                     |   79 +-
 search.html                                        |   41 +-
 searchindex.js                                     |    2 +-
 security.html                                      |  147 +-
 start.html                                         |   51 +-
 tutorial.html                                      |   51 +-
 ui.html                                            |   51 +-
 72 files changed, 5097 insertions(+), 4672 deletions(-)

diff --git a/_modules/airflow/contrib/executors/mesos_executor.html b/_modules/airflow/contrib/executors/mesos_executor.html
index e2d8f61..dbca37d 100644
--- a/_modules/airflow/contrib/executors/mesos_executor.html
+++ b/_modules/airflow/contrib/executors/mesos_executor.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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.contrib.executors.mesos_executor</li>
+        
+      <li>airflow.contrib.executors.mesos_executor</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,21 +176,21 @@
 <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">future</span> <span class="kn">import</span> <span class="n">standard_library</span>
+<span class="kn">from</span> <span class="nn">future</span> <span class="k">import</span> <span class="n">standard_library</span>
 <span class="n">standard_library</span><span class="o">.</span><span class="n">install_aliases</span><span class="p">()</span>
-<span class="kn">from</span> <span class="nn">builtins</span> <span class="kn">import</span> <span class="nb">str</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</span>
 <span class="kn">import</span> <span class="nn">logging</span>
-<span class="kn">from</span> <span class="nn">queue</span> <span class="kn">import</span> <span class="n">Queue</span>
+<span class="kn">from</span> <span class="nn">queue</span> <span class="k">import</span> <span class="n">Queue</span>
 
 <span class="kn">import</span> <span class="nn">mesos.interface</span>
-<span class="kn">from</span> <span class="nn">mesos.interface</span> <span class="kn">import</span> <span class="n">mesos_pb2</span>
+<span class="kn">from</span> <span class="nn">mesos.interface</span> <span class="k">import</span> <span class="n">mesos_pb2</span>
 <span class="kn">import</span> <span class="nn">mesos.native</span>
 
-<span class="kn">from</span> <span class="nn">airflow</span> <span class="kn">import</span> <span class="n">configuration</span>
-<span class="kn">from</span> <span class="nn">airflow.executors.base_executor</span> <span class="kn">import</span> <span class="n">BaseExecutor</span>
-<span class="kn">from</span> <span class="nn">airflow.settings</span> <span class="kn">import</span> <span class="n">Session</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="kn">import</span> <span class="n">State</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</span> <span class="k">import</span> <span class="n">configuration</span>
+<span class="kn">from</span> <span class="nn">airflow.executors.base_executor</span> <span class="k">import</span> <span class="n">BaseExecutor</span>
+<span class="kn">from</span> <span class="nn">airflow.settings</span> <span class="k">import</span> <span class="n">Session</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="k">import</span> <span class="n">State</span>
+<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span>
 
 
 <span class="n">DEFAULT_FRAMEWORK_NAME</span> <span class="o">=</span> <span class="s1">&#39;Airflow&#39;</span>
@@ -206,13 +231,13 @@
 
         <span class="k">if</span> <span class="n">configuration</span><span class="o">.</span><span class="n">getboolean</span><span class="p">(</span><span class="s1">&#39;mesos&#39;</span><span class="p">,</span> <span class="s1">&#39;CHECKPOINT&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;mesos&#39;</span><span class="p">,</span> <span  [...]
             <span class="c1"># Import here to work around a circular import error</span>
-            <span class="kn">from</span> <span class="nn">airflow.models</span> <span class="kn">import</span> <span class="n">Connection</span>
+            <span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">Connection</span>
 
             <span class="c1"># Update the Framework ID in the database.</span>
             <span class="n">session</span> <span class="o">=</span> <span class="n">Session</span><span class="p">()</span>
             <span class="n">conn_id</span> <span class="o">=</span> <span class="n">FRAMEWORK_CONNID_PREFIX</span> <span class="o">+</span> <span class="n">get_framework_name</span><span class="p">()</span>
             <span class="n">connection</span> <span class="o">=</span> <span class="n">Session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">Connection</span><span class="p">)</span><span class="o">.</span><span class="n">filter_by</span><span class="p">(</span><span class="n">conn_id</span><span class="o">=</span><span class="n">conn_id</span><span class="p">)</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
-            <span class="k">if</span> <span class="n">connection</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">connection</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
                 <span class="n">connection</span> <span class="o">=</span> <span class="n">Connection</span><span class="p">(</span><span class="n">conn_id</span><span class="o">=</span><span class="n">conn_id</span><span class="p">,</span> <span class="n">conn_type</span><span class="o">=</span><span class="s1">&#39;mesos_framework-id&#39;</span><span class="p">,</span>
                                         <span class="n">extra</span><span class="o">=</span><span class="n">frameworkId</span><span class="o">.</span><span class="n">value</span><span class="p">)</span>
             <span class="k">else</span><span class="p">:</span>
@@ -286,7 +311,7 @@
                 <span class="n">mem</span><span class="o">.</span><span class="n">scalar</span><span class="o">.</span><span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_mem</span>
 
                 <span class="n">command</span> <span class="o">=</span> <span class="n">mesos_pb2</span><span class="o">.</span><span class="n">CommandInfo</span><span class="p">()</span>
-                <span class="n">command</span><span class="o">.</span><span class="n">shell</span> <span class="o">=</span> <span class="bp">True</span>
+                <span class="n">command</span><span class="o">.</span><span class="n">shell</span> <span class="o">=</span> <span class="kc">True</span>
                 <span class="n">command</span><span class="o">.</span><span class="n">value</span> <span class="o">=</span> <span class="n">cmd</span>
                 <span class="n">task</span><span class="o">.</span><span class="n">command</span><span class="o">.</span><span class="n">MergeFrom</span><span class="p">(</span><span class="n">command</span><span class="p">)</span>
 
@@ -306,7 +331,7 @@
         <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
             <span class="c1"># The map may not contain an item if the framework re-registered after a failover.</span>
             <span class="c1"># Discard these tasks.</span>
-            <span class="n">logging</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">&quot;Unrecognised task key </span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">update</span><span class="o">.</span><span class="n">task_id</span><span class="o">.</span><span class="n">value</span><span class="p">)</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;Unrecognised task key </span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">update</span><span class="o">.</span><span class="n">task_id</span><span class="o">.</span><span class="n">value</span><span class="p">)</span>
             <span class="k">return</span>
 
         <span class="k">if</span> <span class="n">update</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">mesos_pb2</span><span class="o">.</span><span class="n">TASK_FINISHED</span><span class="p">:</span>
@@ -357,23 +382,23 @@
             <span class="n">task_memory</span> <span class="o">=</span> <span class="n">configuration</span><span class="o">.</span><span class="n">getint</span><span class="p">(</span><span class="s1">&#39;mesos&#39;</span><span class="p">,</span> <span class="s1">&#39;TASK_MEMORY&#39;</span><span class="p">)</span>
 
         <span class="k">if</span> <span class="n">configuration</span><span class="o">.</span><span class="n">getboolean</span><span class="p">(</span><span class="s1">&#39;mesos&#39;</span><span class="p">,</span> <span class="s1">&#39;CHECKPOINT&#39;</span><span class="p">):</span>
-            <span class="n">framework</span><span class="o">.</span><span class="n">checkpoint</span> <span class="o">=</span> <span class="bp">True</span>
+            <span class="n">framework</span><span class="o">.</span><span class="n">checkpoint</span> <span class="o">=</span> <span class="kc">True</span>
 
             <span class="k">if</span> <span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;mesos&#39;</span><span class="p">,</span> <span class="s1">&#39;FAILOVER_TIMEOUT&#39;</span><span class="p">):</span>
                 <span class="c1"># Import here to work around a circular import error</span>
-                <span class="kn">from</span> <span class="nn">airflow.models</span> <span class="kn">import</span> <span class="n">Connection</span>
+                <span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">Connection</span>
 
                 <span class="c1"># Query the database to get the ID of the Mesos Framework, if available.</span>
                 <span class="n">conn_id</span> <span class="o">=</span> <span class="n">FRAMEWORK_CONNID_PREFIX</span> <span class="o">+</span> <span class="n">framework</span><span class="o">.</span><span class="n">name</span>
                 <span class="n">session</span> <span class="o">=</span> <span class="n">Session</span><span class="p">()</span>
                 <span class="n">connection</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">Connection</span><span class="p">)</span><span class="o">.</span><span class="n">filter_by</span><span class="p">(</span><span class="n">conn_id</span><span class="o">=</span><span class="n">conn_id</span><span class="p">)</span><span class="o">.</span><span class="n">first</span><span class="p [...]
-                <span class="k">if</span> <span class="n">connection</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">connection</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
                     <span class="c1"># Set the Framework ID to let the scheduler reconnect with running tasks.</span>
                     <span class="n">framework</span><span class="o">.</span><span class="n">id</span><span class="o">.</span><span class="n">value</span> <span class="o">=</span> <span class="n">connection</span><span class="o">.</span><span class="n">extra</span>
 
                 <span class="n">framework</span><span class="o">.</span><span class="n">failover_timeout</span> <span class="o">=</span> <span class="n">configuration</span><span class="o">.</span><span class="n">getint</span><span class="p">(</span><span class="s1">&#39;mesos&#39;</span><span class="p">,</span> <span class="s1">&#39;FAILOVER_TIMEOUT&#39;</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
-            <span class="n">framework</span><span class="o">.</span><span class="n">checkpoint</span> <span class="o">=</span> <span class="bp">False</span>
+            <span class="n">framework</span><span class="o">.</span><span class="n">checkpoint</span> <span class="o">=</span> <span class="kc">False</span>
 
         <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;MesosFramework master : </span><span class="si">%s</span><span class="s1">, name : </span><span class="si">%s</span><span class="s1">, cpu : </span><span class="si">%s</span><span class="s1">, mem : </span><span class="si">%s</span><span class="s1">, checkpoint : </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span>
             <span class="n">master</span><span class="p">,</span> <span class="n">framework</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">task_cpu</span><span class="p">),</span> <span class="nb">str</span><span class="p">(</span><span class="n">task_memory</span><span class="p">),</span> <span class="nb">str</span><span class="p">(</span><span class="n">framework</span><span class="o"> [...]
@@ -411,7 +436,7 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">mesos_driver</span> <span class="o">=</span> <span class="n">driver</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">mesos_driver</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
 
-    <span class="k">def</span> <span class="nf">execute_async</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">command</span><span class="p">,</span> <span class="n">queue</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">execute_async</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">command</span><span class="p">,</span> <span class="n">queue</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">task_queue</span><span class="o">.</span><span class="n">put</span><span class="p">((</span><span class="n">key</span><span class="p">,</span> <span class="n">command</span><span class="p">))</span>
 
     <span class="k">def</span> <span class="nf">sync</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -425,6 +450,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -457,7 +485,8 @@
             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>
diff --git a/_modules/airflow/contrib/operators/hipchat_operator.html b/_modules/airflow/contrib/operators/hipchat_operator.html
index 1505a9b..194afad 100644
--- a/_modules/airflow/contrib/operators/hipchat_operator.html
+++ b/_modules/airflow/contrib/operators/hipchat_operator.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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.contrib.operators.hipchat_operator</li>
+        
+      <li>airflow.contrib.operators.hipchat_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,9 +176,11 @@
 <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.utils.decorators</span> <span class="kn">import</span> <span class="n">apply_defaults</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.exceptions</span> <span class="kn">import</span> <span class="n">AirflowException</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</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.models</span> <span class="k">import</span> <span class="n">BaseOperator</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">import</span> <span class="nn">logging</span>
 <span class="kn">import</span> <span class="nn">requests</span>
 <span class="kn">import</span> <span class="nn">json</span>
@@ -166,7 +193,6 @@
 <span class="sd">    at https://www.hipchat.com/docs/apiv2. Before using any HipChat API operators you need</span>
 <span class="sd">    to get an authentication token at https://www.hipchat.com/docs/apiv2/auth.</span>
 <span class="sd">    In the future additional HipChat operators will be derived from this class as well.</span>
-
 <span class="sd">    :param token: HipChat REST API authentication token</span>
 <span class="sd">    :type token: str</span>
 <span class="sd">    :param base_url: HipChat REST API base url.</span>
@@ -181,15 +207,14 @@
         <span class="nb">super</span><span class="p">(</span><span class="n">HipChatAPIOperator</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="bp">self</span><span class="o">.</span><span class="n">token</span> <span class="o">=</span> <span class="n">token</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">base_url</span> <span class="o">=</span> <span class="n">base_url</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">method</span> <span class="o">=</span> <span class="bp">None</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">url</span> <span class="o">=</span> <span class="bp">None</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">body</span> <span class="o">=</span> <span class="bp">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">method</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">url</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">body</span> <span class="o">=</span> <span class="kc">None</span>
 
     <span class="k">def</span> <span class="nf">prepare_request</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Used by the execute function. Set the request method, url, and body of HipChat&#39;s</span>
 <span class="sd">        REST API call.</span>
-
 <span class="sd">        Override in child class. Each HipChatAPI child operator is responsible for having</span>
 <span class="sd">        a prepare_request method call which sets self.method, self.url, and self.body.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -215,7 +240,6 @@
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Send notification to a specific HipChat room.</span>
 <span class="sd">    More info: https://www.hipchat.com/docs/apiv2/method/send_room_notification</span>
-
 <span class="sd">    :param room_id: Room in which to send notification on HipChat</span>
 <span class="sd">    :type room_id: str</span>
 <span class="sd">    :param message: The message body</span>
@@ -245,11 +269,11 @@
             <span class="s1">&#39;message_format&#39;</span><span class="p">:</span> <span class="s1">&#39;html&#39;</span><span class="p">,</span>
             <span class="s1">&#39;color&#39;</span><span class="p">:</span> <span class="s1">&#39;yellow&#39;</span><span class="p">,</span>
             <span class="s1">&#39;frm&#39;</span><span class="p">:</span> <span class="s1">&#39;airflow&#39;</span><span class="p">,</span>
-            <span class="s1">&#39;attach_to&#39;</span><span class="p">:</span> <span class="bp">None</span><span class="p">,</span>
-            <span class="s1">&#39;notify&#39;</span><span class="p">:</span> <span class="bp">False</span><span class="p">,</span>
-            <span class="s1">&#39;card&#39;</span><span class="p">:</span> <span class="bp">None</span>
+            <span class="s1">&#39;attach_to&#39;</span><span class="p">:</span> <span class="kc">None</span><span class="p">,</span>
+            <span class="s1">&#39;notify&#39;</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span>
+            <span class="s1">&#39;card&#39;</span><span class="p">:</span> <span class="kc">None</span>
         <span class="p">}</span>
-        <span class="k">for</span> <span class="p">(</span><span class="n">prop</span><span class="p">,</span> <span class="n">default</span><span class="p">)</span> <span class="ow">in</span> <span class="n">default_options</span><span class="o">.</span><span class="n">iteritems</span><span class="p">():</span>
+        <span class="k">for</span> <span class="p">(</span><span class="n">prop</span><span class="p">,</span> <span class="n">default</span><span class="p">)</span> <span class="ow">in</span> <span class="n">default_options</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
             <span class="nb">setattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prop</span><span class="p">,</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">prop</span><span class="p">,</span> <span class="n">default</span><span class="p">))</span>
 
     <span class="k">def</span> <span class="nf">prepare_request</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -266,10 +290,13 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">method</span> <span class="o">=</span> <span class="s1">&#39;POST&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">url</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">%s</span><span class="s1">/room/</span><span class="si">%s</span><span class="s1">/notification&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">base_url</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">r [...]
         <span class="bp">self</span><span class="o">.</span><span class="n">body</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="nb">dict</span><span class="p">(</span>
-            <span class="p">(</span><span class="n">k</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">),</span> <span class="n">v</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">))</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</sp [...]
+            <span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">k</span><span class="p">),</span> <span class="nb">str</span><span class="p">(</span><span class="n">v</span><span class="p">))</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">params</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if< [...]
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -302,7 +329,8 @@
             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>
diff --git a/_modules/airflow/executors/local_executor.html b/_modules/airflow/executors/local_executor.html
index 250eafd..2e35470 100644
--- a/_modules/airflow/executors/local_executor.html
+++ b/_modules/airflow/executors/local_executor.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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.executors.local_executor</li>
+        
+      <li>airflow.executors.local_executor</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -155,12 +180,12 @@
 <span class="kn">import</span> <span class="nn">subprocess</span>
 <span class="kn">import</span> <span class="nn">time</span>
 
-<span class="kn">from</span> <span class="nn">builtins</span> <span class="kn">import</span> <span class="nb">range</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">range</span>
 
-<span class="kn">from</span> <span class="nn">airflow</span> <span class="kn">import</span> <span class="n">configuration</span>
-<span class="kn">from</span> <span class="nn">airflow.executors.base_executor</span> <span class="kn">import</span> <span class="n">BaseExecutor</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="kn">import</span> <span class="n">State</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.logging</span> <span class="kn">import</span> <span class="n">LoggingMixin</span>
+<span class="kn">from</span> <span class="nn">airflow</span> <span class="k">import</span> <span class="n">configuration</span>
+<span class="kn">from</span> <span class="nn">airflow.executors.base_executor</span> <span class="k">import</span> <span class="n">BaseExecutor</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="k">import</span> <span class="n">State</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.logging</span> <span class="k">import</span> <span class="n">LoggingMixin</span>
 
 <span class="n">PARALLELISM</span> <span class="o">=</span> <span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;core&#39;</span><span class="p">,</span> <span class="s1">&#39;PARALLELISM&#39;</span><span class="p">)</span>
 
@@ -171,24 +196,24 @@
         <span class="n">multiprocessing</span><span class="o">.</span><span class="n">Process</span><span class="o">.</span><span class="n">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">task_queue</span> <span class="o">=</span> <span class="n">task_queue</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">result_queue</span> <span class="o">=</span> <span class="n">result_queue</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">daemon</span> <span class="o">=</span> <span class="bp">True</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">daemon</span> <span class="o">=</span> <span class="kc">True</span>
 
     <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">while</span> <span class="bp">True</span><span class="p">:</span>
+        <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
             <span class="n">key</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">task_queue</span><span class="o">.</span><span class="n">get</span><span class="p">()</span>
-            <span class="k">if</span> <span class="n">key</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">key</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
                 <span class="c1"># Received poison pill, no more tasks to run</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">task_queue</span><span class="o">.</span><span class="n">task_done</span><span class="p">()</span>
                 <span class="k">break</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;{} running {}&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">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> running </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span><span class="p">,</span> <span class="n">command</span><span class="p">))</span>
-            <span class="n">command</span> <span class="o">=</span> <span class="s2">&quot;exec bash -c &#39;{0}&#39;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">command</span><span class="p">)</span>
+            <span class="n">command</span> <span class="o">=</span> <span class="s2">&quot;exec bash -c &#39;</span><span class="si">{0}</span><span class="s2">&#39;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">command</span><span class="p">)</span>
             <span class="k">try</span><span class="p">:</span>
-                <span class="n">subprocess</span><span class="o">.</span><span class="n">check_call</span><span class="p">(</span><span class="n">command</span><span class="p">,</span> <span class="n">shell</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+                <span class="n">subprocess</span><span class="o">.</span><span class="n">check_call</span><span class="p">(</span><span class="n">command</span><span class="p">,</span> <span class="n">shell</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
                 <span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span>
             <span class="k">except</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">CalledProcessError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
                 <span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">FAILED</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;failed to execute task {}:&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;failed to execute task </span><span class="si">{}</span><span class="s2">:&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)))</span>
                 <span class="c1"># raise e</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">result_queue</span><span class="o">.</span><span class="n">put</span><span class="p">((</span><span class="n">key</span><span class="p">,</span> <span class="n">state</span><span class="p">))</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">task_queue</span><span class="o">.</span><span class="n">task_done</span><span class="p">()</span>
@@ -213,7 +238,7 @@
         <span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">workers</span><span class="p">:</span>
             <span class="n">w</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
 
-    <span class="k">def</span> <span class="nf">execute_async</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">command</span><span class="p">,</span> <span class="n">queue</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">execute_async</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">command</span><span class="p">,</span> <span class="n">queue</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">queue</span><span class="o">.</span><span class="n">put</span><span class="p">((</span><span class="n">key</span><span class="p">,</span> <span class="n">command</span><span class="p">))</span>
 
     <span class="k">def</span> <span class="nf">sync</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -224,7 +249,7 @@
     <span class="k">def</span> <span class="nf">end</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="c1"># Sending poison pill to all worker</span>
         <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">workers</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">queue</span><span class="o">.</span><span class="n">put</span><span class="p">((</span><span class="bp">None</span><span class="p">,</span> <span class="bp">None</span><span class="p">))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">queue</span><span class="o">.</span><span class="n">put</span><span class="p">((</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">))</span>
 
         <span class="c1"># Wait for commands to finish</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">queue</span><span class="o">.</span><span class="n">join</span><span class="p">()</span>
@@ -232,6 +257,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -264,7 +292,8 @@
             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>
diff --git a/_modules/airflow/executors/sequential_executor.html b/_modules/airflow/executors/sequential_executor.html
index ce84843..d5644c2 100644
--- a/_modules/airflow/executors/sequential_executor.html
+++ b/_modules/airflow/executors/sequential_executor.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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.executors.sequential_executor</li>
+        
+      <li>airflow.executors.sequential_executor</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,11 +176,11 @@
 <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">builtins</span> <span class="kn">import</span> <span class="nb">str</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</span>
 <span class="kn">import</span> <span class="nn">subprocess</span>
 
-<span class="kn">from</span> <span class="nn">airflow.executors.base_executor</span> <span class="kn">import</span> <span class="n">BaseExecutor</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="kn">import</span> <span class="n">State</span>
+<span class="kn">from</span> <span class="nn">airflow.executors.base_executor</span> <span class="k">import</span> <span class="n">BaseExecutor</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="k">import</span> <span class="n">State</span>
 
 
 <div class="viewcode-block" id="SequentialExecutor"><a class="viewcode-back" href="../../../code.html#airflow.executors.SequentialExecutor">[docs]</a><span class="k">class</span> <span class="nc">SequentialExecutor</span><span class="p">(</span><span class="n">BaseExecutor</span><span class="p">):</span>
@@ -171,19 +196,19 @@
         <span class="nb">super</span><span class="p">(</span><span class="n">SequentialExecutor</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="bp">self</span><span class="o">.</span><span class="n">commands_to_run</span> <span class="o">=</span> <span class="p">[]</span>
 
-    <span class="k">def</span> <span class="nf">execute_async</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">command</span><span class="p">,</span> <span class="n">queue</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">execute_async</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">command</span><span class="p">,</span> <span class="n">queue</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">commands_to_run</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">key</span><span class="p">,</span> <span class="n">command</span><span class="p">,))</span>
 
     <span class="k">def</span> <span class="nf">sync</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">command</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">commands_to_run</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Executing command: {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">command</span><span class="p">))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Executing command: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">command</span><span class="p">))</span>
 
             <span class="k">try</span><span class="p">:</span>
-                <span class="n">subprocess</span><span class="o">.</span><span class="n">check_call</span><span class="p">(</span><span class="n">command</span><span class="p">,</span> <span class="n">shell</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+                <span class="n">subprocess</span><span class="o">.</span><span class="n">check_call</span><span class="p">(</span><span class="n">command</span><span class="p">,</span> <span class="n">shell</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">change_state</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span><span class="p">)</span>
             <span class="k">except</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">CalledProcessError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">change_state</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">State</span><span class="o">.</span><span class="n">FAILED</span><span class="p">)</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;Failed to execute task {}:&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)))</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;Failed to execute task </span><span class="si">{}</span><span class="s2">:&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)))</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">commands_to_run</span> <span class="o">=</span> <span class="p">[]</span>
 
@@ -192,6 +217,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -224,7 +252,8 @@
             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>
diff --git a/_modules/airflow/macros.html b/_modules/airflow/macros.html
index 19c18ff..34826d7 100644
--- a/_modules/airflow/macros.html
+++ b/_modules/airflow/macros.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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.macros</li>
+        
+      <li>airflow.macros</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,12 +176,12 @@
 <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">__future__</span> <span class="kn">import</span> <span class="n">absolute_import</span>
-<span class="kn">from</span> <span class="nn">random</span> <span class="kn">import</span> <span class="n">random</span>
-<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span><span class="p">,</span> <span class="n">timedelta</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="k">import</span> <span class="n">absolute_import</span>
+<span class="kn">from</span> <span class="nn">random</span> <span class="k">import</span> <span class="n">random</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span><span class="p">,</span> <span class="n">timedelta</span>
 <span class="kn">import</span> <span class="nn">dateutil</span>
 <span class="kn">import</span> <span class="nn">time</span>
-<span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">hive</span>
+<span class="kn">from</span> <span class="nn">.</span> <span class="k">import</span> <span class="n">hive</span>
 <span class="kn">import</span> <span class="nn">uuid</span>
 
 
@@ -204,28 +229,33 @@
 <span class="k">def</span> <span class="nf">_integrate_plugins</span><span class="p">():</span>
     <span class="sd">&quot;&quot;&quot;Integrate plugins to the context&quot;&quot;&quot;</span>
     <span class="kn">import</span> <span class="nn">sys</span>
-    <span class="kn">from</span> <span class="nn">airflow.plugins_manager</span> <span class="kn">import</span> <span class="n">macros</span> <span class="k">as</span> <span class="n">_macros</span>
-    <span class="k">for</span> <span class="n">_macro_module</span> <span class="ow">in</span> <span class="n">_macros</span><span class="p">:</span>
-        <span class="n">sys</span><span class="o">.</span><span class="n">modules</span><span class="p">[</span><span class="n">_macro_module</span><span class="o">.</span><span class="n">__name__</span><span class="p">]</span> <span class="o">=</span> <span class="n">_macro_module</span>
-        <span class="nb">globals</span><span class="p">()[</span><span class="n">_macro_module</span><span class="o">.</span><span class="n">_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">_macro_module</span>
+    <span class="kn">from</span> <span class="nn">airflow.plugins_manager</span> <span class="k">import</span> <span class="n">macros_modules</span>
+    <span class="k">for</span> <span class="n">macros_module</span> <span class="ow">in</span> <span class="n">macros_modules</span><span class="p">:</span>
+        <span class="n">sys</span><span class="o">.</span><span class="n">modules</span><span class="p">[</span><span class="n">macros_module</span><span class="o">.</span><span class="n">__name__</span><span class="p">]</span> <span class="o">=</span> <span class="n">macros_module</span>
+        <span class="nb">globals</span><span class="p">()[</span><span class="n">macros_module</span><span class="o">.</span><span class="n">_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">macros_module</span>
 
         <span class="c1">##########################################################</span>
         <span class="c1"># TODO FIXME Remove in Airflow 2.0</span>
 
-        <span class="kn">import</span> <span class="nn">os</span> <span class="kn">as</span> <span class="nn">_os</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">_os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;AIRFLOW_USE_NEW_IMPORTS&#39;</span><span class="p">,</span> <span class="bp">False</span><span class="p">):</span>
-            <span class="kn">from</span> <span class="nn">zope.deprecation</span> <span class="kn">import</span> <span class="n">deprecated</span> <span class="k">as</span> <span class="n">_deprecated</span>
-            <span class="k">for</span> <span class="n">_macro</span> <span class="ow">in</span> <span class="n">_macro_module</span><span class="o">.</span><span class="n">_objects</span><span class="p">:</span>
-                <span class="nb">globals</span><span class="p">()[</span><span class="n">_macro</span><span class="o">.</span><span class="n">__name__</span><span class="p">]</span> <span class="o">=</span> <span class="n">_deprecated</span><span class="p">(</span>
-                    <span class="n">_macro</span><span class="p">,</span>
-                    <span class="s2">&quot;Importing plugin macro &#39;{i}&#39; directly from &quot;</span>
+        <span class="kn">import</span> <span class="nn">os</span> <span class="k">as</span> <span class="nn">_os</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">_os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;AIRFLOW_USE_NEW_IMPORTS&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
+            <span class="kn">from</span> <span class="nn">zope.deprecation</span> <span class="k">import</span> <span class="n">deprecated</span> <span class="k">as</span> <span class="n">_deprecated</span>
+            <span class="k">for</span> <span class="n">_macro</span> <span class="ow">in</span> <span class="n">macros_module</span><span class="o">.</span><span class="n">_objects</span><span class="p">:</span>
+                <span class="n">macro_name</span> <span class="o">=</span> <span class="n">_macro</span><span class="o">.</span><span class="n">__name__</span>
+                <span class="nb">globals</span><span class="p">()[</span><span class="n">macro_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">_macro</span>
+                <span class="n">_deprecated</span><span class="p">(</span>
+                    <span class="n">macro_name</span><span class="p">,</span>
+                    <span class="s2">&quot;Importing plugin macro &#39;</span><span class="si">{i}</span><span class="s2">&#39; directly from &quot;</span>
                     <span class="s2">&quot;&#39;airflow.macros&#39; has been deprecated. Please &quot;</span>
                     <span class="s2">&quot;import from &#39;airflow.macros.[plugin_module]&#39; &quot;</span>
                     <span class="s2">&quot;instead. Support for direct imports will be dropped &quot;</span>
-                    <span class="s2">&quot;entirely in Airflow 2.0.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="o">=</span><span class="n">_macro</span><span class="p">))</span>
+                    <span class="s2">&quot;entirely in Airflow 2.0.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="o">=</span><span class="n">macro_name</span><span class="p">))</span>
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -258,7 +288,8 @@
             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>
diff --git a/_modules/airflow/macros/hive.html b/_modules/airflow/macros/hive.html
index 92000d3..8d13632 100644
--- a/_modules/airflow/macros/hive.html
+++ b/_modules/airflow/macros/hive.html
@@ -30,6 +30,9 @@
   
 
   
+        <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="airflow.macros" href="../macros.html"/> 
 
@@ -40,6 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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>
 
 
@@ -118,21 +126,38 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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><a href="../macros.html">airflow.macros</a> &raquo;</li>
-      
-    <li>airflow.macros.hive</li>
+        
+      <li>airflow.macros.hive</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -157,7 +182,7 @@
 
 
 <div class="viewcode-block" id="max_partition"><a class="viewcode-back" href="../../../code.html#airflow.macros.hive.max_partition">[docs]</a><span class="k">def</span> <span class="nf">max_partition</span><span class="p">(</span>
-        <span class="n">table</span><span class="p">,</span> <span class="n">schema</span><span class="o">=</span><span class="s2">&quot;default&quot;</span><span class="p">,</span> <span class="n">field</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="nb">filter</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+        <span class="n">table</span><span class="p">,</span> <span class="n">schema</span><span class="o">=</span><span class="s2">&quot;default&quot;</span><span class="p">,</span> <span class="n">field</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="nb">filter</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
         <span class="n">metastore_conn_id</span><span class="o">=</span><span class="s1">&#39;metastore_default&#39;</span><span class="p">):</span>
     <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    Gets the max partition for a table.</span>
@@ -180,7 +205,7 @@
 <span class="sd">    &gt;&gt;&gt; max_partition(&#39;airflow.static_babynames_partitioned&#39;)</span>
 <span class="sd">    &#39;2015-01-01&#39;</span>
 <span class="sd">    &#39;&#39;&#39;</span>
-    <span class="kn">from</span> <span class="nn">airflow.hooks.hive_hooks</span> <span class="kn">import</span> <span class="n">HiveMetastoreHook</span>
+    <span class="kn">from</span> <span class="nn">airflow.hooks.hive_hooks</span> <span class="k">import</span> <span class="n">HiveMetastoreHook</span>
     <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">table</span><span class="p">:</span>
         <span class="n">schema</span><span class="p">,</span> <span class="n">table</span> <span class="o">=</span> <span class="n">table</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)</span>
     <span class="n">hh</span> <span class="o">=</span> <span class="n">HiveMetastoreHook</span><span class="p">(</span><span class="n">metastore_conn_id</span><span class="o">=</span><span class="n">metastore_conn_id</span><span class="p">)</span>
@@ -188,7 +213,7 @@
         <span class="n">schema</span><span class="o">=</span><span class="n">schema</span><span class="p">,</span> <span class="n">table_name</span><span class="o">=</span><span class="n">table</span><span class="p">,</span> <span class="n">field</span><span class="o">=</span><span class="n">field</span><span class="p">,</span> <span class="nb">filter</span><span class="o">=</span><span class="nb">filter</span><span class="p">)</span></div>
 
 
-<span class="k">def</span> <span class="nf">_closest_date</span><span class="p">(</span><span class="n">target_dt</span><span class="p">,</span> <span class="n">date_list</span><span class="p">,</span> <span class="n">before_target</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<span class="k">def</span> <span class="nf">_closest_date</span><span class="p">(</span><span class="n">target_dt</span><span class="p">,</span> <span class="n">date_list</span><span class="p">,</span> <span class="n">before_target</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
     <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    This function finds the date in a list closest to the target date.</span>
 <span class="sd">    An optional parameter can be given to get the closest before or after.</span>
@@ -205,7 +230,7 @@
     <span class="n">fb</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">d</span> <span class="o">-</span> <span class="n">target_dt</span> <span class="k">if</span> <span class="n">d</span> <span class="o">&gt;=</span> <span class="n">target_dt</span> <span class="k">else</span> <span class="n">datetime</span><span class="o">.</span><span class="n">timedelta</span><span class="o">.</span><span class="n">max</span>
     <span class="n">fa</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">d</span> <span class="o">-</span> <span class="n">target_dt</span> <span class="k">if</span> <span class="n">d</span> <span class="o">&lt;=</span> <span class="n">target_dt</span> <span class="k">else</span> <span class="n">datetime</span><span class="o">.</span><span class="n">timedelta</span><span class="o">.</span><span class="n">min</span>
     <span class="n">fnone</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">target_dt</span> <span class="o">-</span> <span class="n">d</span> <span class="k">if</span> <span class="n">d</span> <span class="o">&lt;</span> <span class="n">target_dt</span> <span class="k">else</span> <span class="n">d</span> <span class="o">-</span> <span class="n">target_dt</span>
-    <span class="k">if</span> <span class="n">before_target</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+    <span class="k">if</span> <span class="n">before_target</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="n">date_list</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">fnone</span><span class="p">)</span><span class="o">.</span><span class="n">date</span><span class="p">()</span>
     <span class="k">if</span> <span class="n">before_target</span><span class="p">:</span>
         <span class="k">return</span> <span class="nb">min</span><span class="p">(</span><span class="n">date_list</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="n">fb</span><span class="p">)</span><span class="o">.</span><span class="n">date</span><span class="p">()</span>
@@ -214,7 +239,7 @@
 
 
 <div class="viewcode-block" id="closest_ds_partition"><a class="viewcode-back" href="../../../code.html#airflow.macros.hive.closest_ds_partition">[docs]</a><span class="k">def</span> <span class="nf">closest_ds_partition</span><span class="p">(</span>
-        <span class="n">table</span><span class="p">,</span> <span class="n">ds</span><span class="p">,</span> <span class="n">before</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">schema</span><span class="o">=</span><span class="s2">&quot;default&quot;</span><span class="p">,</span>
+        <span class="n">table</span><span class="p">,</span> <span class="n">ds</span><span class="p">,</span> <span class="n">before</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">schema</span><span class="o">=</span><span class="s2">&quot;default&quot;</span><span class="p">,</span>
         <span class="n">metastore_conn_id</span><span class="o">=</span><span class="s1">&#39;metastore_default&#39;</span><span class="p">):</span>
     <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    This function finds the date in a list closest to the target date.</span>
@@ -233,13 +258,13 @@
 <span class="sd">    &gt;&gt;&gt; closest_ds_partition(tbl, &#39;2015-01-02&#39;)</span>
 <span class="sd">    &#39;2015-01-01&#39;</span>
 <span class="sd">    &#39;&#39;&#39;</span>
-    <span class="kn">from</span> <span class="nn">airflow.hooks.hive_hooks</span> <span class="kn">import</span> <span class="n">HiveMetastoreHook</span>
+    <span class="kn">from</span> <span class="nn">airflow.hooks.hive_hooks</span> <span class="k">import</span> <span class="n">HiveMetastoreHook</span>
     <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</span> <span class="n">table</span><span class="p">:</span>
         <span class="n">schema</span><span class="p">,</span> <span class="n">table</span> <span class="o">=</span> <span class="n">table</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)</span>
     <span class="n">hh</span> <span class="o">=</span> <span class="n">HiveMetastoreHook</span><span class="p">(</span><span class="n">metastore_conn_id</span><span class="o">=</span><span class="n">metastore_conn_id</span><span class="p">)</span>
     <span class="n">partitions</span> <span class="o">=</span> <span class="n">hh</span><span class="o">.</span><span class="n">get_partitions</span><span class="p">(</span><span class="n">schema</span><span class="o">=</span><span class="n">schema</span><span class="p">,</span> <span class="n">table_name</span><span class="o">=</span><span class="n">table</span><span class="p">)</span>
     <span class="k">if</span> <span class="ow">not</span> <span class="n">partitions</span><span class="p">:</span>
-        <span class="k">return</span> <span class="bp">None</span>
+        <span class="k">return</span> <span class="kc">None</span>
     <span class="n">part_vals</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">partitions</span><span class="p">]</span>
     <span class="k">if</span> <span class="n">ds</span> <span class="ow">in</span> <span class="n">part_vals</span><span class="p">:</span>
         <span class="k">return</span> <span class="n">ds</span>
@@ -252,6 +277,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -284,7 +312,8 @@
             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>
diff --git a/_modules/airflow/models.html b/_modules/airflow/models.html
index 2f044a4..a94686b 100644
--- a/_modules/airflow/models.html
+++ b/_modules/airflow/models.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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.models</li>
+        
+      <li>airflow.models</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -150,24 +175,25 @@
 <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">__future__</span> <span class="kn">import</span> <span class="n">absolute_import</span>
-<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">division</span>
-<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">print_function</span>
-<span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">unicode_literals</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="k">import</span> <span class="n">absolute_import</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="k">import</span> <span class="n">division</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="k">import</span> <span class="n">print_function</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="k">import</span> <span class="n">unicode_literals</span>
 
-<span class="kn">from</span> <span class="nn">future.standard_library</span> <span class="kn">import</span> <span class="n">install_aliases</span>
+<span class="kn">from</span> <span class="nn">future.standard_library</span> <span class="k">import</span> <span class="n">install_aliases</span>
 
 <span class="n">install_aliases</span><span class="p">()</span>
-<span class="kn">from</span> <span class="nn">builtins</span> <span class="kn">import</span> <span class="nb">str</span>
-<span class="kn">from</span> <span class="nn">builtins</span> <span class="kn">import</span> <span class="nb">object</span><span class="p">,</span> <span class="nb">bytes</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">object</span><span class="p">,</span> <span class="nb">bytes</span>
 <span class="kn">import</span> <span class="nn">copy</span>
-<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">namedtuple</span>
-<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span><span class="p">,</span> <span class="n">timedelta</span>
+<span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">namedtuple</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span><span class="p">,</span> <span class="n">timedelta</span>
 <span class="kn">import</span> <span class="nn">dill</span>
 <span class="kn">import</span> <span class="nn">functools</span>
 <span class="kn">import</span> <span class="nn">getpass</span>
 <span class="kn">import</span> <span class="nn">imp</span>
 <span class="kn">import</span> <span class="nn">importlib</span>
+<span class="kn">import</span> <span class="nn">inspect</span>
 <span class="kn">import</span> <span class="nn">zipfile</span>
 <span class="kn">import</span> <span class="nn">jinja2</span>
 <span class="kn">import</span> <span class="nn">json</span>
@@ -181,66 +207,70 @@
 <span class="kn">import</span> <span class="nn">textwrap</span>
 <span class="kn">import</span> <span class="nn">traceback</span>
 <span class="kn">import</span> <span class="nn">warnings</span>
-<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="kn">import</span> <span class="n">urlparse</span>
+<span class="kn">import</span> <span class="nn">hashlib</span>
 
-<span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="kn">import</span> <span class="p">(</span>
+<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="k">import</span> <span class="n">urlparse</span>
+
+<span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="p">(</span>
     <span class="n">Column</span><span class="p">,</span> <span class="n">Integer</span><span class="p">,</span> <span class="n">String</span><span class="p">,</span> <span class="n">DateTime</span><span class="p">,</span> <span class="n">Text</span><span class="p">,</span> <span class="n">Boolean</span><span class="p">,</span> <span class="n">ForeignKey</span><span class="p">,</span> <span class="n">PickleType</span><span class="p">,</span>
     <span class="n">Index</span><span class="p">,</span> <span class="n">Float</span><span class="p">)</span>
-<span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="kn">import</span> <span class="n">case</span><span class="p">,</span> <span class="n">func</span><span class="p">,</span> <span class="n">or_</span><span class="p">,</span> <span class="n">and_</span>
-<span class="kn">from</span> <span class="nn">sqlalchemy.ext.declarative</span> <span class="kn">import</span> <span class="n">declarative_base</span><span class="p">,</span> <span class="n">declared_attr</span>
-<span class="kn">from</span> <span class="nn">sqlalchemy.dialects.mysql</span> <span class="kn">import</span> <span class="n">LONGTEXT</span>
-<span class="kn">from</span> <span class="nn">sqlalchemy.orm</span> <span class="kn">import</span> <span class="n">relationship</span><span class="p">,</span> <span class="n">synonym</span>
+<span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">func</span><span class="p">,</span> <span class="n">or_</span><span class="p">,</span> <span class="n">and_</span>
+<span class="kn">from</span> <span class="nn">sqlalchemy.ext.declarative</span> <span class="k">import</span> <span class="n">declarative_base</span><span class="p">,</span> <span class="n">declared_attr</span>
+<span class="kn">from</span> <span class="nn">sqlalchemy.dialects.mysql</span> <span class="k">import</span> <span class="n">LONGTEXT</span>
+<span class="kn">from</span> <span class="nn">sqlalchemy.orm</span> <span class="k">import</span> <span class="n">reconstructor</span><span class="p">,</span> <span class="n">relationship</span><span class="p">,</span> <span class="n">synonym</span>
 
-<span class="kn">from</span> <span class="nn">croniter</span> <span class="kn">import</span> <span class="n">croniter</span>
+<span class="kn">from</span> <span class="nn">croniter</span> <span class="k">import</span> <span class="n">croniter</span>
 <span class="kn">import</span> <span class="nn">six</span>
 
-<span class="kn">from</span> <span class="nn">airflow</span> <span class="kn">import</span> <span class="n">settings</span><span class="p">,</span> <span class="n">utils</span>
-<span class="kn">from</span> <span class="nn">airflow.executors</span> <span class="kn">import</span> <span class="n">DEFAULT_EXECUTOR</span><span class="p">,</span> <span class="n">LocalExecutor</span>
-<span class="kn">from</span> <span class="nn">airflow</span> <span class="kn">import</span> <span class="n">configuration</span>
-<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="kn">import</span> <span class="n">AirflowException</span><span class="p">,</span> <span class="n">AirflowSkipException</span>
-<span class="kn">from</span> <span class="nn">airflow.dag.base_dag</span> <span class="kn">import</span> <span class="n">BaseDag</span><span class="p">,</span> <span class="n">BaseDagBag</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.dates</span> <span class="kn">import</span> <span class="n">cron_presets</span><span class="p">,</span> <span class="n">date_range</span> <span class="k">as</span> <span class="n">utils_date_range</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.db</span> <span class="kn">import</span> <span class="n">provide_session</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.email</span> <span class="kn">import</span> <span class="n">send_email</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.helpers</span> <span class="kn">import</span> <span class="p">(</span>
+<span class="kn">from</span> <span class="nn">airflow</span> <span class="k">import</span> <span class="n">settings</span><span class="p">,</span> <span class="n">utils</span>
+<span class="kn">from</span> <span class="nn">airflow.executors</span> <span class="k">import</span> <span class="n">DEFAULT_EXECUTOR</span><span class="p">,</span> <span class="n">LocalExecutor</span>
+<span class="kn">from</span> <span class="nn">airflow</span> <span class="k">import</span> <span class="n">configuration</span>
+<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span><span class="p">,</span> <span class="n">AirflowSkipException</span><span class="p">,</span> <span class="n">AirflowTaskTimeout</span>
+<span class="kn">from</span> <span class="nn">airflow.dag.base_dag</span> <span class="k">import</span> <span class="n">BaseDag</span><span class="p">,</span> <span class="n">BaseDagBag</span>
+<span class="kn">from</span> <span class="nn">airflow.ti_deps.deps.not_in_retry_period_dep</span> <span class="k">import</span> <span class="n">NotInRetryPeriodDep</span>
+<span class="kn">from</span> <span class="nn">airflow.ti_deps.deps.prev_dagrun_dep</span> <span class="k">import</span> <span class="n">PrevDagrunDep</span>
+<span class="kn">from</span> <span class="nn">airflow.ti_deps.deps.trigger_rule_dep</span> <span class="k">import</span> <span class="n">TriggerRuleDep</span>
+<span class="kn">from</span> <span class="nn">airflow.ti_deps.dep_context</span> <span class="k">import</span> <span class="n">DepContext</span><span class="p">,</span> <span class="n">QUEUE_DEPS</span><span class="p">,</span> <span class="n">RUN_DEPS</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.dates</span> <span class="k">import</span> <span class="n">cron_presets</span><span class="p">,</span> <span class="n">date_range</span> <span class="k">as</span> <span class="n">utils_date_range</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.db</span> <span class="k">import</span> <span class="n">provide_session</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.email</span> <span class="k">import</span> <span class="n">send_email</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.helpers</span> <span class="k">import</span> <span class="p">(</span>
     <span class="n">as_tuple</span><span class="p">,</span> <span class="n">is_container</span><span class="p">,</span> <span class="n">is_in</span><span class="p">,</span> <span class="n">validate_key</span><span class="p">,</span> <span class="n">pprinttable</span><span class="p">)</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.logging</span> <span class="kn">import</span> <span class="n">LoggingMixin</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.operator_resources</span> <span class="kn">import</span> <span class="n">Resources</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="kn">import</span> <span class="n">State</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.timeout</span> <span class="kn">import</span> <span class="n">timeout</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.trigger_rule</span> <span class="kn">import</span> <span class="n">TriggerRule</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.logging</span> <span class="k">import</span> <span class="n">LoggingMixin</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.operator_resources</span> <span class="k">import</span> <span class="n">Resources</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="k">import</span> <span class="n">State</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.timeout</span> <span class="k">import</span> <span class="n">timeout</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.trigger_rule</span> <span class="k">import</span> <span class="n">TriggerRule</span>
 
 <span class="n">Base</span> <span class="o">=</span> <span class="n">declarative_base</span><span class="p">()</span>
 <span class="n">ID_LEN</span> <span class="o">=</span> <span class="mi">250</span>
-<span class="n">SQL_ALCHEMY_CONN</span> <span class="o">=</span> <span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;core&#39;</span><span class="p">,</span> <span class="s1">&#39;SQL_ALCHEMY_CONN&#39;</span><span class="p">)</span>
-<span class="n">DAGS_FOLDER</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">expanduser</span><span class="p">(</span><span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;core&#39;</span><span class="p">,</span> <span class="s1">&#39;DAGS_FOLDER&#39;</span><span class="p">))</span>
 <span class="n">XCOM_RETURN_KEY</span> <span class="o">=</span> <span class="s1">&#39;return_value&#39;</span>
 
 <span class="n">Stats</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Stats</span>
 
-<span class="n">ENCRYPTION_ON</span> <span class="o">=</span> <span class="bp">False</span>
+<span class="n">ENCRYPTION_ON</span> <span class="o">=</span> <span class="kc">False</span>
 <span class="k">try</span><span class="p">:</span>
-    <span class="kn">from</span> <span class="nn">cryptography.fernet</span> <span class="kn">import</span> <span class="n">Fernet</span>
+    <span class="kn">from</span> <span class="nn">cryptography.fernet</span> <span class="k">import</span> <span class="n">Fernet</span>
     <span class="n">FERNET</span> <span class="o">=</span> <span class="n">Fernet</span><span class="p">(</span><span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;core&#39;</span><span class="p">,</span> <span class="s1">&#39;FERNET_KEY&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">))</span>
-    <span class="n">ENCRYPTION_ON</span> <span class="o">=</span> <span class="bp">True</span>
+    <span class="n">ENCRYPTION_ON</span> <span class="o">=</span> <span class="kc">True</span>
 <span class="k">except</span><span class="p">:</span>
     <span class="k">pass</span>
 
-<span class="k">if</span> <span class="s1">&#39;mysql&#39;</span> <span class="ow">in</span> <span class="n">SQL_ALCHEMY_CONN</span><span class="p">:</span>
+<span class="k">if</span> <span class="s1">&#39;mysql&#39;</span> <span class="ow">in</span> <span class="n">settings</span><span class="o">.</span><span class="n">SQL_ALCHEMY_CONN</span><span class="p">:</span>
     <span class="n">LongText</span> <span class="o">=</span> <span class="n">LONGTEXT</span>
 <span class="k">else</span><span class="p">:</span>
     <span class="n">LongText</span> <span class="o">=</span> <span class="n">Text</span>
 
 <span class="c1"># used by DAG context_managers</span>
-<span class="n">_CONTEXT_MANAGER_DAG</span> <span class="o">=</span> <span class="bp">None</span>
+<span class="n">_CONTEXT_MANAGER_DAG</span> <span class="o">=</span> <span class="kc">None</span>
 
 
-<span class="k">def</span> <span class="nf">clear_task_instances</span><span class="p">(</span><span class="n">tis</span><span class="p">,</span> <span class="n">session</span><span class="p">,</span> <span class="n">activate_dag_runs</span><span class="o">=</span><span class="bp">True</span><span class="p">):</span>
-    <span class="sd">&#39;&#39;&#39;</span>
+<span class="k">def</span> <span class="nf">clear_task_instances</span><span class="p">(</span><span class="n">tis</span><span class="p">,</span> <span class="n">session</span><span class="p">,</span> <span class="n">activate_dag_runs</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Clears a set of task instances, but makes sure the running ones</span>
 <span class="sd">    get killed.</span>
-<span class="sd">    &#39;&#39;&#39;</span>
+<span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">job_ids</span> <span class="o">=</span> <span class="p">[]</span>
     <span class="k">for</span> <span class="n">ti</span> <span class="ow">in</span> <span class="n">tis</span><span class="p">:</span>
         <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">:</span>
@@ -248,13 +278,13 @@
                 <span class="n">ti</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">SHUTDOWN</span>
                 <span class="n">job_ids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">job_id</span><span class="p">)</span>
         <span class="c1"># todo: this creates an issue with the webui tests</span>
-        <span class="c1">#elif ti.state != State.REMOVED:</span>
-        <span class="c1">#    ti.state = State.NONE</span>
-        <span class="c1">#    session.merge(ti)</span>
+        <span class="c1"># elif ti.state != State.REMOVED:</span>
+        <span class="c1">#     ti.state = State.NONE</span>
+        <span class="c1">#     session.merge(ti)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">session</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">ti</span><span class="p">)</span>
     <span class="k">if</span> <span class="n">job_ids</span><span class="p">:</span>
-        <span class="kn">from</span> <span class="nn">airflow.jobs</span> <span class="kn">import</span> <span class="n">BaseJob</span> <span class="k">as</span> <span class="n">BJ</span>
+        <span class="kn">from</span> <span class="nn">airflow.jobs</span> <span class="k">import</span> <span class="n">BaseJob</span> <span class="k">as</span> <span class="n">BJ</span>
         <span class="k">for</span> <span class="n">job</span> <span class="ow">in</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">BJ</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">BJ</span><span class="o">.</span><span class="n">id</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">job_ids [...]
             <span class="n">job</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">SHUTDOWN</span>
     <span class="k">if</span> <span class="n">activate_dag_runs</span><span class="p">:</span>
@@ -293,12 +323,12 @@
 <span class="sd">    &quot;&quot;&quot;</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">dag_folder</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">dag_folder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="n">executor</span><span class="o">=</span><span class="n">DEFAULT_EXECUTOR</span><span class="p">,</span>
             <span class="n">include_examples</span><span class="o">=</span><span class="n">configuration</span><span class="o">.</span><span class="n">getboolean</span><span class="p">(</span><span class="s1">&#39;core&#39;</span><span class="p">,</span> <span class="s1">&#39;LOAD_EXAMPLES&#39;</span><span class="p">)):</span>
 
-        <span class="n">dag_folder</span> <span class="o">=</span> <span class="n">dag_folder</span> <span class="ow">or</span> <span class="n">DAGS_FOLDER</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Filling up the DagBag from {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dag_folder</span><span class="p">))</span>
+        <span class="n">dag_folder</span> <span class="o">=</span> <span class="n">dag_folder</span> <span class="ow">or</span> <span class="n">settings</span><span class="o">.</span><span class="n">DAGS_FOLDER</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Filling up the DagBag from </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dag_folder</span><span class="p">))</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">dag_folder</span> <span class="o">=</span> <span class="n">dag_folder</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">dags</span> <span class="o">=</span> <span class="p">{}</span>
         <span class="c1"># the file&#39;s last modified timestamp when we last read it</span>
@@ -341,7 +371,7 @@
         <span class="p">):</span>
             <span class="c1"># Reprocess source file</span>
             <span class="n">found_dags</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">process_file</span><span class="p">(</span>
-                <span class="n">filepath</span><span class="o">=</span><span class="n">orm_dag</span><span class="o">.</span><span class="n">fileloc</span><span class="p">,</span> <span class="n">only_if_updated</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+                <span class="n">filepath</span><span class="o">=</span><span class="n">orm_dag</span><span class="o">.</span><span class="n">fileloc</span><span class="p">,</span> <span class="n">only_if_updated</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 
             <span class="c1"># If the source file no longer exports `dag_id`, delete it from self.dags</span>
             <span class="k">if</span> <span class="n">found_dags</span> <span class="ow">and</span> <span class="n">dag_id</span> <span class="ow">in</span> <span class="p">[</span><span class="n">dag</span><span class="o">.</span><span class="n">dag_id</span> <span class="k">for</span> <span class="n">dag</span> <span class="ow">in</span> <span class="n">found_dags</span><span class="p">]:</span>
@@ -350,7 +380,7 @@
                 <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">dags</span><span class="p">[</span><span class="n">dag_id</span><span class="p">]</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">dags</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">dag_id</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="DagBag.process_file"><a class="viewcode-back" href="../../code.html#airflow.models.DagBag.process_file">[docs]</a>    <span class="k">def</span> <span class="nf">process_file</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filepath</span><span class="p">,</span> <span class="n">only_if_updated</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">safe_mode</span [...]
+<div class="viewcode-block" id="DagBag.process_file"><a class="viewcode-back" href="../../code.html#airflow.models.DagBag.process_file">[docs]</a>    <span class="k">def</span> <span class="nf">process_file</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filepath</span><span class="p">,</span> <span class="n">only_if_updated</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">safe_mode</span [...]
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Given a path to a python module or zip file, this method imports</span>
 <span class="sd">        the module and look for dag objects within it.</span>
@@ -380,11 +410,14 @@
                 <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filepath</span><span class="p">,</span> <span class="s1">&#39;rb&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
                     <span class="n">content</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
                     <span class="k">if</span> <span class="ow">not</span> <span class="nb">all</span><span class="p">([</span><span class="n">s</span> <span class="ow">in</span> <span class="n">content</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="p">(</span><span class="n">b</span><span class="s1">&#39;DAG&#39;</span><span class="p">,</span> <span class="n">b</span><span class="s1">&#39;airflow&#39;</span><span class="p">)]):</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">file_last_changed</span><span class="p">[</span><span class="n">filepath</span><span class="p">]</span> <span class="o">=</span> <span class="n">file_last_changed_on_disk</span>
                         <span class="k">return</span> <span class="n">found_dags</span>
 
-            <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Importing {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">filepath</span><span class="p">))</span>
-            <span class="n">org_mod_name</span><span class="p">,</span> <span class="n">file_ext</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">splitext</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">filepath</span><span class="p">)[</span> [...]
-            <span class="n">mod_name</span> <span class="o">=</span> <span class="s1">&#39;unusual_prefix_&#39;</span> <span class="o">+</span> <span class="n">org_mod_name</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Importing </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">filepath</span><span class="p">))</span>
+            <span class="n">org_mod_name</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">splitext</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">filepath</span><span class="p">)[</span><span c [...]
+            <span class="n">mod_name</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;unusual_prefix_&#39;</span> <span class="o">+</span>
+                        <span class="n">hashlib</span><span class="o">.</span><span class="n">sha1</span><span class="p">(</span><span class="n">filepath</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">hexdigest</span><span class="p">()</span> <span class="o">+</span>
+                        <span class="s1">&#39;_&#39;</span> <span class="o">+</span> <span class="n">org_mod_name</span><span class="p">)</span>
 
             <span class="k">if</span> <span class="n">mod_name</span> <span class="ow">in</span> <span class="n">sys</span><span class="o">.</span><span class="n">modules</span><span class="p">:</span>
                 <span class="k">del</span> <span class="n">sys</span><span class="o">.</span><span class="n">modules</span><span class="p">[</span><span class="n">mod_name</span><span class="p">]</span>
@@ -401,19 +434,21 @@
         <span class="k">else</span><span class="p">:</span>
             <span class="n">zip_file</span> <span class="o">=</span> <span class="n">zipfile</span><span class="o">.</span><span class="n">ZipFile</span><span class="p">(</span><span class="n">filepath</span><span class="p">)</span>
             <span class="k">for</span> <span class="n">mod</span> <span class="ow">in</span> <span class="n">zip_file</span><span class="o">.</span><span class="n">infolist</span><span class="p">():</span>
-                <span class="n">head</span><span class="p">,</span> <span class="n">tail</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">mod</span><span class="o">.</span><span class="n">filename</span><span class="p">)</span>
+                <span class="n">head</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">mod</span><span class="o">.</span><span class="n">filename</span><span class="p">)</span>
                 <span class="n">mod_name</span><span class="p">,</span> <span class="n">ext</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">splitext</span><span class="p">(</span><span class="n">mod</span><span class="o">.</span><span class="n">filename</span><span class="p">)</span>
                 <span class="k">if</span> <span class="ow">not</span> <span class="n">head</span> <span class="ow">and</span> <span class="p">(</span><span class="n">ext</span> <span class="o">==</span> <span class="s1">&#39;.py&#39;</span> <span class="ow">or</span> <span class="n">ext</span> <span class="o">==</span> <span class="s1">&#39;.pyc&#39;</span><span class="p">):</span>
                     <span class="k">if</span> <span class="n">mod_name</span> <span class="o">==</span> <span class="s1">&#39;__init__&#39;</span><span class="p">:</span>
-                        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;Found __init__.{0} at root of {1}&quot;</span><span class="o">.</span>
-                                            <span class="n">format</span><span class="p">(</span><span class="n">ext</span><span class="p">,</span> <span class="n">filepath</span><span class="p">))</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;Found __init__.</span><span class="si">{0}</span><span class="s2"> at root of </span><span class="si">{1}</span><span class="s2">&quot;</span><span class="o">.</span>
+                                            <span class="nb">format</span><span class="p">(</span><span class="n">ext</span><span class="p">,</span> <span class="n">filepath</span><span class="p">))</span>
 
                     <span class="k">if</span> <span class="n">safe_mode</span><span class="p">:</span>
                         <span class="k">with</span> <span class="n">zip_file</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">mod</span><span class="o">.</span><span class="n">filename</span><span class="p">)</span> <span class="k">as</span> <span class="n">zf</span><span class="p">:</span>
-                            <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Reading {} from {}&quot;</span><span class="o">.</span>
-                                              <span class="n">format</span><span class="p">(</span><span class="n">mod</span><span class="o">.</span><span class="n">filename</span><span class="p">,</span> <span class="n">filepath</span><span class="p">))</span>
+                            <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Reading </span><span class="si">{}</span><span class="s2"> from </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span>
+                                              <span class="nb">format</span><span class="p">(</span><span class="n">mod</span><span class="o">.</span><span class="n">filename</span><span class="p">,</span> <span class="n">filepath</span><span class="p">))</span>
                             <span class="n">content</span> <span class="o">=</span> <span class="n">zf</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
                             <span class="k">if</span> <span class="ow">not</span> <span class="nb">all</span><span class="p">([</span><span class="n">s</span> <span class="ow">in</span> <span class="n">content</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="p">(</span><span class="n">b</span><span class="s1">&#39;DAG&#39;</span><span class="p">,</span> <span class="n">b</span><span class="s1">&#39;airflow&#39;</span><span class="p">)]):</span>
+                                <span class="bp">self</span><span class="o">.</span><span class="n">file_last_changed</span><span class="p">[</span><span class="n">filepath</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span>
+                                    <span class="n">file_last_changed_on_disk</span><span class="p">)</span>
                                 <span class="c1"># todo: create ignore list</span>
                                 <span class="k">return</span> <span class="n">found_dags</span>
 
@@ -434,8 +469,7 @@
                 <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dag</span><span class="p">,</span> <span class="n">DAG</span><span class="p">):</span>
                     <span class="k">if</span> <span class="ow">not</span> <span class="n">dag</span><span class="o">.</span><span class="n">full_filepath</span><span class="p">:</span>
                         <span class="n">dag</span><span class="o">.</span><span class="n">full_filepath</span> <span class="o">=</span> <span class="n">filepath</span>
-                    <span class="n">dag</span><span class="o">.</span><span class="n">is_subdag</span> <span class="o">=</span> <span class="bp">False</span>
-                    <span class="n">dag</span><span class="o">.</span><span class="n">module_name</span> <span class="o">=</span> <span class="n">m</span><span class="o">.</span><span class="n">__name__</span>
+                    <span class="n">dag</span><span class="o">.</span><span class="n">is_subdag</span> <span class="o">=</span> <span class="kc">False</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">bag_dag</span><span class="p">(</span><span class="n">dag</span><span class="p">,</span> <span class="n">parent_dag</span><span class="o">=</span><span class="n">dag</span><span class="p">,</span> <span class="n">root_dag</span><span class="o">=</span><span class="n">dag</span><span class="p">)</span>
                     <span class="n">found_dags</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dag</span><span class="p">)</span>
                     <span class="n">found_dags</span> <span class="o">+=</span> <span class="n">dag</span><span class="o">.</span><span class="n">subdags</span>
@@ -444,18 +478,18 @@
         <span class="k">return</span> <span class="n">found_dags</span></div>
 
     <span class="nd">@provide_session</span>
-<div class="viewcode-block" id="DagBag.kill_zombies"><a class="viewcode-back" href="../../code.html#airflow.models.DagBag.kill_zombies">[docs]</a>    <span class="k">def</span> <span class="nf">kill_zombies</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="DagBag.kill_zombies"><a class="viewcode-back" href="../../code.html#airflow.models.DagBag.kill_zombies">[docs]</a>    <span class="k">def</span> <span class="nf">kill_zombies</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Fails tasks that haven&#39;t had a heartbeat in too long</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="kn">from</span> <span class="nn">airflow.jobs</span> <span class="kn">import</span> <span class="n">LocalTaskJob</span> <span class="k">as</span> <span class="n">LJ</span>
+        <span class="kn">from</span> <span class="nn">airflow.jobs</span> <span class="k">import</span> <span class="n">LocalTaskJob</span> <span class="k">as</span> <span class="n">LJ</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Finding &#39;running&#39; jobs without a recent heartbeat&quot;</span><span class="p">)</span>
         <span class="n">TI</span> <span class="o">=</span> <span class="n">TaskInstance</span>
         <span class="n">secs</span> <span class="o">=</span> <span class="p">(</span>
-            <span class="n">configuration</span><span class="o">.</span><span class="n">getint</span><span class="p">(</span><span class="s1">&#39;scheduler&#39;</span><span class="p">,</span> <span class="s1">&#39;job_heartbeat_sec&#39;</span><span class="p">)</span> <span class="o">*</span> <span class="mi">3</span><span class="p">)</span> <span class="o">+</span> <span class="mi">120</span>
+            <span class="n">configuration</span><span class="o">.</span><span class="n">getint</span><span class="p">(</span><span class="s1">&#39;scheduler&#39;</span><span class="p">,</span> <span class="s1">&#39;scheduler_zombie_task_threshold&#39;</span><span class="p">))</span>
         <span class="n">limit_dttm</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span> <span class="o">-</span> <span class="n">timedelta</span><span class="p">(</span><span class="n">seconds</span><span class="o">=</span><span class="n">secs</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
-            <span class="s2">&quot;Failing jobs without heartbeat after {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">limit_dttm</span><span class="p">))</span>
+            <span class="s2">&quot;Failing jobs without heartbeat after </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">limit_dttm</span><span class="p">))</span>
 
         <span class="n">tis</span> <span class="o">=</span> <span class="p">(</span>
             <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">TI</span><span class="p">)</span>
@@ -475,9 +509,9 @@
                 <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">task_id</span> <span class="ow">in</span> <span class="n">dag</span><span class="o">.</span><span class="n">task_ids</span><span class="p">:</span>
                     <span class="n">task</span> <span class="o">=</span> <span class="n">dag</span><span class="o">.</span><span class="n">get_task</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">task_id</span><span class="p">)</span>
                     <span class="n">ti</span><span class="o">.</span><span class="n">task</span> <span class="o">=</span> <span class="n">task</span>
-                    <span class="n">ti</span><span class="o">.</span><span class="n">handle_failure</span><span class="p">(</span><span class="s2">&quot;{} killed as zombie&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ti</span><span class="p">))</span>
+                    <span class="n">ti</span><span class="o">.</span><span class="n">handle_failure</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> killed as zombie&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ti</span><span class="p">))</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
-                        <span class="s1">&#39;Marked zombie job {} as failed&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ti</span><span class="p">))</span>
+                        <span class="s1">&#39;Marked zombie job </span><span class="si">{}</span><span class="s1"> as failed&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ti</span><span class="p">))</span>
                     <span class="n">Stats</span><span class="o">.</span><span class="n">incr</span><span class="p">(</span><span class="s1">&#39;zombies_killed&#39;</span><span class="p">)</span>
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span></div>
 
@@ -495,15 +529,14 @@
         <span class="k">for</span> <span class="n">subdag</span> <span class="ow">in</span> <span class="n">dag</span><span class="o">.</span><span class="n">subdags</span><span class="p">:</span>
             <span class="n">subdag</span><span class="o">.</span><span class="n">full_filepath</span> <span class="o">=</span> <span class="n">dag</span><span class="o">.</span><span class="n">full_filepath</span>
             <span class="n">subdag</span><span class="o">.</span><span class="n">parent_dag</span> <span class="o">=</span> <span class="n">dag</span>
-            <span class="n">subdag</span><span class="o">.</span><span class="n">fileloc</span> <span class="o">=</span> <span class="n">root_dag</span><span class="o">.</span><span class="n">full_filepath</span>
-            <span class="n">subdag</span><span class="o">.</span><span class="n">is_subdag</span> <span class="o">=</span> <span class="bp">True</span>
+            <span class="n">subdag</span><span class="o">.</span><span class="n">is_subdag</span> <span class="o">=</span> <span class="kc">True</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">bag_dag</span><span class="p">(</span><span class="n">subdag</span><span class="p">,</span> <span class="n">parent_dag</span><span class="o">=</span><span class="n">dag</span><span class="p">,</span> <span class="n">root_dag</span><span class="o">=</span><span class="n">root_dag</span><span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;Loaded DAG {dag}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span></div>
+        <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;Loaded DAG </span><span class="si">{dag}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span></div>
 
 <div class="viewcode-block" id="DagBag.collect_dags"><a class="viewcode-back" href="../../code.html#airflow.models.DagBag.collect_dags">[docs]</a>    <span class="k">def</span> <span class="nf">collect_dags</span><span class="p">(</span>
             <span class="bp">self</span><span class="p">,</span>
-            <span class="n">dag_folder</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">only_if_updated</span><span class="o">=</span><span class="bp">True</span><span class="p">):</span>
+            <span class="n">dag_folder</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">only_if_updated</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Given a file path or a folder, this method looks for python modules,</span>
 <span class="sd">        imports them and adds them to the dagbag collection.</span>
@@ -524,7 +557,7 @@
             <span class="bp">self</span><span class="o">.</span><span class="n">process_file</span><span class="p">(</span><span class="n">dag_folder</span><span class="p">,</span> <span class="n">only_if_updated</span><span class="o">=</span><span class="n">only_if_updated</span><span class="p">)</span>
         <span class="k">elif</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">dag_folder</span><span class="p">):</span>
             <span class="n">patterns</span> <span class="o">=</span> <span class="p">[]</span>
-            <span class="k">for</span> <span class="n">root</span><span class="p">,</span> <span class="n">dirs</span><span class="p">,</span> <span class="n">files</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="n">dag_folder</span><span class="p">,</span> <span class="n">followlinks</span><span class="o">=</span><span class="bp">True</span><span class="p">):</span>
+            <span class="k">for</span> <span class="n">root</span><span class="p">,</span> <span class="n">dirs</span><span class="p">,</span> <span class="n">files</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">walk</span><span class="p">(</span><span class="n">dag_folder</span><span class="p">,</span> <span class="n">followlinks</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
                 <span class="n">ignore_file</span> <span class="o">=</span> <span class="p">[</span><span class="n">f</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">files</span> <span class="k">if</span> <span class="n">f</span> <span class="o">==</span> <span class="s1">&#39;.airflowignore&#39;</span><span class="p">]</span>
                 <span class="k">if</span> <span class="n">ignore_file</span><span class="p">:</span>
                     <span class="n">f</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">root</span><span class="p">,</span> <span class="n">ignore_file</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
@@ -564,18 +597,18 @@
         <span class="n">Stats</span><span class="o">.</span><span class="n">gauge</span><span class="p">(</span>
             <span class="s1">&#39;dagbag_import_errors&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">import_errors</span><span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">dagbag_stats</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span>
-            <span class="n">stats</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">duration</span><span class="p">,</span> <span class="n">reverse</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span></div>
+            <span class="n">stats</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">duration</span><span class="p">,</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="DagBag.dagbag_report"><a class="viewcode-back" href="../../code.html#airflow.models.DagBag.dagbag_report">[docs]</a>    <span class="k">def</span> <span class="nf">dagbag_report</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;Prints a report around DagBag loading stats&quot;&quot;&quot;</span>
         <span class="n">report</span> <span class="o">=</span> <span class="n">textwrap</span><span class="o">.</span><span class="n">dedent</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span><span class="se">\n</span><span class="s2"></span>
 <span class="s2">        -------------------------------------------------------------------</span>
-<span class="s2">        DagBag loading stats for {dag_folder}</span>
+<span class="s2">        DagBag loading stats for </span><span class="si">{dag_folder}</span><span class="s2"></span>
 <span class="s2">        -------------------------------------------------------------------</span>
-<span class="s2">        Number of DAGs: {dag_num}</span>
-<span class="s2">        Total task number: {task_num}</span>
-<span class="s2">        DagBag parsing time: {duration}</span>
-<span class="s2">        {table}</span>
+<span class="s2">        Number of DAGs: </span><span class="si">{dag_num}</span><span class="s2"></span>
+<span class="s2">        Total task number: </span><span class="si">{task_num}</span><span class="s2"></span>
+<span class="s2">        DagBag parsing time: </span><span class="si">{duration}</span><span class="s2"></span>
+<span class="s2">        </span><span class="si">{table}</span><span class="s2"></span>
 <span class="s2">        &quot;&quot;&quot;</span><span class="p">)</span>
         <span class="n">stats</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dagbag_stats</span>
         <span class="k">return</span> <span class="n">report</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
@@ -591,7 +624,7 @@
         <span class="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
         <span class="k">for</span> <span class="n">dag</span> <span class="ow">in</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span>
                 <span class="n">DagModel</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="o">~</span><span class="n">DagModel</span><span class="o">.</span><span class="n">dag_id</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">active_dag_ids</span><span class="p">))</span><span class="o">.</span><span class="n">all</span><span class="p">():</span>
-            <span class="n">dag</span><span class="o">.</span><span class="n">is_active</span> <span class="o">=</span> <span class="bp">False</span>
+            <span class="n">dag</span><span class="o">.</span><span class="n">is_active</span> <span class="o">=</span> <span class="kc">False</span>
             <span class="n">session</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">dag</span><span class="p">)</span>
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
         <span class="n">session</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
@@ -599,7 +632,7 @@
     <span class="k">def</span> <span class="nf">paused_dags</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
         <span class="n">dag_ids</span> <span class="o">=</span> <span class="p">[</span><span class="n">dp</span><span class="o">.</span><span class="n">dag_id</span> <span class="k">for</span> <span class="n">dp</span> <span class="ow">in</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagModel</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
-            <span class="n">DagModel</span><span class="o">.</span><span class="n">is_paused</span> <span class="o">==</span> <span class="bp">True</span><span class="p">)]</span>
+            <span class="n">DagModel</span><span class="o">.</span><span class="n">is_paused</span><span class="o">.</span><span class="n">__eq__</span><span class="p">(</span><span class="kc">True</span><span class="p">))]</span>
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
         <span class="n">session</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
         <span class="k">return</span> <span class="n">dag_ids</span></div>
@@ -608,10 +641,10 @@
 <span class="k">class</span> <span class="nc">User</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;users&quot;</span>
 
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-    <span class="n">username</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">unique</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">username</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">unique</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">email</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">500</span><span class="p">))</span>
-    <span class="n">superuser</span> <span class="o">=</span> <span class="bp">False</span>
+    <span class="n">superuser</span> <span class="o">=</span> <span class="kc">False</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">username</span>
@@ -632,7 +665,7 @@
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;connection&quot;</span>
 
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">(),</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">(),</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">conn_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">))</span>
     <span class="n">conn_type</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">500</span><span class="p">))</span>
     <span class="n">host</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">500</span><span class="p">))</span>
@@ -640,15 +673,40 @@
     <span class="n">login</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">500</span><span class="p">))</span>
     <span class="n">_password</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="s1">&#39;password&#39;</span><span class="p">,</span> <span class="n">String</span><span class="p">(</span><span class="mi">5000</span><span class="p">))</span>
     <span class="n">port</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">())</span>
-    <span class="n">is_encrypted</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">unique</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
-    <span class="n">is_extra_encrypted</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">unique</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+    <span class="n">is_encrypted</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">unique</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+    <span class="n">is_extra_encrypted</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">unique</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
     <span class="n">_extra</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="s1">&#39;extra&#39;</span><span class="p">,</span> <span class="n">String</span><span class="p">(</span><span class="mi">5000</span><span class="p">))</span>
 
+    <span class="n">_types</span> <span class="o">=</span> <span class="p">[</span>
+        <span class="p">(</span><span class="s1">&#39;fs&#39;</span><span class="p">,</span> <span class="s1">&#39;File (path)&#39;</span><span class="p">),</span>
+        <span class="p">(</span><span class="s1">&#39;ftp&#39;</span><span class="p">,</span> <span class="s1">&#39;FTP&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;google_cloud_platform&#39;</span><span class="p">,</span> <span class="s1">&#39;Google Cloud Platform&#39;</span><span class="p">),</span>
+        <span class="p">(</span><span class="s1">&#39;hdfs&#39;</span><span class="p">,</span> <span class="s1">&#39;HDFS&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;http&#39;</span><span class="p">,</span> <span class="s1">&#39;HTTP&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;hive_cli&#39;</span><span class="p">,</span> <span class="s1">&#39;Hive Client Wrapper&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;hive_metastore&#39;</span><span class="p">,</span> <span class="s1">&#39;Hive Metastore Thrift&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;hiveserver2&#39;</span><span class="p">,</span> <span class="s1">&#39;Hive Server 2 Thrift&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;jdbc&#39;</span><span class="p">,</span> <span class="s1">&#39;Jdbc Connection&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;mysql&#39;</span><span class="p">,</span> <span class="s1">&#39;MySQL&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;postgres&#39;</span><span class="p">,</span> <span class="s1">&#39;Postgres&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;oracle&#39;</span><span class="p">,</span> <span class="s1">&#39;Oracle&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;vertica&#39;</span><span class="p">,</span> <span class="s1">&#39;Vertica&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;presto&#39;</span><span class="p">,</span> <span class="s1">&#39;Presto&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;s3&#39;</span><span class="p">,</span> <span class="s1">&#39;S3&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;samba&#39;</span><span class="p">,</span> <span class="s1">&#39;Samba&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;sqlite&#39;</span><span class="p">,</span> <span class="s1">&#39;Sqlite&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;ssh&#39;</span><span class="p">,</span> <span class="s1">&#39;SSH&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;cloudant&#39;</span><span class="p">,</span> <span class="s1">&#39;IBM Cloudant&#39;</span><span class="p">,),</span>
+        <span class="p">(</span><span class="s1">&#39;mssql&#39;</span><span class="p">,</span> <span class="s1">&#39;Microsoft SQL Server&#39;</span><span class="p">),</span>
+        <span class="p">(</span><span class="s1">&#39;mesos_framework-id&#39;</span><span class="p">,</span> <span class="s1">&#39;Mesos Framework ID&#39;</span><span class="p">),</span>
+        <span class="p">(</span><span class="s1">&#39;jira&#39;</span><span class="p">,</span> <span class="s1">&#39;JIRA&#39;</span><span class="p">,),</span>
+    <span class="p">]</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">conn_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">conn_type</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">host</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">login</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">password</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">schema</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">port</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">extra</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">uri</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="bp">self</span><span class="p">,</span> <span class="n">conn_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">conn_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">host</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">login</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">password</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">schema</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">port</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">extra</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">uri</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span> <span class="o">=</span> <span class="n">conn_id</span>
         <span class="k">if</span> <span class="n">uri</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">parse_from_uri</span><span class="p">(</span><span class="n">uri</span><span class="p">)</span>
@@ -680,7 +738,7 @@
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_password</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_encrypted</span><span class="p">:</span>
             <span class="k">if</span> <span class="ow">not</span> <span class="n">ENCRYPTION_ON</span><span class="p">:</span>
                 <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
-                    <span class="s2">&quot;Can&#39;t decrypt encrypted password for login={}, </span><span class="se">\</span>
+                    <span class="s2">&quot;Can&#39;t decrypt encrypted password for login=</span><span class="si">{}</span><span class="s2">, </span><span class="se">\</span>
 <span class="s2">                    FERNET_KEY configuration is missing&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">login</span><span class="p">))</span>
             <span class="k">return</span> <span class="n">FERNET</span><span class="o">.</span><span class="n">decrypt</span><span class="p">(</span><span class="nb">bytes</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_password</span><span class="p">,</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">decode</span><span class="p">()</span>
         <span class="k">else</span><span class="p">:</span>
@@ -690,10 +748,10 @@
         <span class="k">if</span> <span class="n">value</span><span class="p">:</span>
             <span class="k">try</span><span class="p">:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">_password</span> <span class="o">=</span> <span class="n">FERNET</span><span class="o">.</span><span class="n">encrypt</span><span class="p">(</span><span class="nb">bytes</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">decode</span><span class="p">()</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">is_encrypted</span> <span class="o">=</span> <span class="bp">True</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">is_encrypted</span> <span class="o">=</span> <span class="kc">True</span>
             <span class="k">except</span> <span class="ne">NameError</span><span class="p">:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">_password</span> <span class="o">=</span> <span class="n">value</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">is_encrypted</span> <span class="o">=</span> <span class="bp">False</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">is_encrypted</span> <span class="o">=</span> <span class="kc">False</span>
 
     <span class="nd">@declared_attr</span>
     <span class="k">def</span> <span class="nf">password</span><span class="p">(</span><span class="n">cls</span><span class="p">):</span>
@@ -704,7 +762,7 @@
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_extra</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_extra_encrypted</span><span class="p">:</span>
             <span class="k">if</span> <span class="ow">not</span> <span class="n">ENCRYPTION_ON</span><span class="p">:</span>
                 <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
-                    <span class="s2">&quot;Can&#39;t decrypt `extra` params for login={},</span><span class="se">\</span>
+                    <span class="s2">&quot;Can&#39;t decrypt `extra` params for login=</span><span class="si">{}</span><span class="s2">,</span><span class="se">\</span>
 <span class="s2">                    FERNET_KEY configuration is missing&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">login</span><span class="p">))</span>
             <span class="k">return</span> <span class="n">FERNET</span><span class="o">.</span><span class="n">decrypt</span><span class="p">(</span><span class="nb">bytes</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_extra</span><span class="p">,</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">decode</span><span class="p">()</span>
         <span class="k">else</span><span class="p">:</span>
@@ -714,10 +772,10 @@
         <span class="k">if</span> <span class="n">value</span><span class="p">:</span>
             <span class="k">try</span><span class="p">:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">_extra</span> <span class="o">=</span> <span class="n">FERNET</span><span class="o">.</span><span class="n">encrypt</span><span class="p">(</span><span class="nb">bytes</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">decode</span><span class="p">()</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">is_extra_encrypted</span> <span class="o">=</span> <span class="bp">True</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">is_extra_encrypted</span> <span class="o">=</span> <span class="kc">True</span>
             <span class="k">except</span> <span class="ne">NameError</span><span class="p">:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">_extra</span> <span class="o">=</span> <span class="n">value</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">is_extra_encrypted</span> <span class="o">=</span> <span class="bp">False</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">is_extra_encrypted</span> <span class="o">=</span> <span class="kc">False</span>
 
     <span class="nd">@declared_attr</span>
     <span class="k">def</span> <span class="nf">extra</span><span class="p">(</span><span class="n">cls</span><span class="p">):</span>
@@ -727,59 +785,61 @@
     <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">try</span><span class="p">:</span>
             <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;mysql&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.hooks.mysql_hook</span> <span class="kn">import</span> <span class="n">MySqlHook</span>
+                <span class="kn">from</span> <span class="nn">airflow.hooks.mysql_hook</span> <span class="k">import</span> <span class="n">MySqlHook</span>
                 <span class="k">return</span> <span class="n">MySqlHook</span><span class="p">(</span><span class="n">mysql_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;google_cloud_platform&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.bigquery_hook</span> <span class="kn">import</span> <span class="n">BigQueryHook</span>
+                <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.bigquery_hook</span> <span class="k">import</span> <span class="n">BigQueryHook</span>
                 <span class="k">return</span> <span class="n">BigQueryHook</span><span class="p">(</span><span class="n">bigquery_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;postgres&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.hooks.postgres_hook</span> <span class="kn">import</span> <span class="n">PostgresHook</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="k">return</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">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;hive_cli&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.hooks.hive_hooks</span> <span class="kn">import</span> <span class="n">HiveCliHook</span>
+                <span class="kn">from</span> <span class="nn">airflow.hooks.hive_hooks</span> <span class="k">import</span> <span class="n">HiveCliHook</span>
                 <span class="k">return</span> <span class="n">HiveCliHook</span><span class="p">(</span><span class="n">hive_cli_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;presto&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.hooks.presto_hook</span> <span class="kn">import</span> <span class="n">PrestoHook</span>
+                <span class="kn">from</span> <span class="nn">airflow.hooks.presto_hook</span> <span class="k">import</span> <span class="n">PrestoHook</span>
                 <span class="k">return</span> <span class="n">PrestoHook</span><span class="p">(</span><span class="n">presto_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;hiveserver2&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.hooks.hive_hooks</span> <span class="kn">import</span> <span class="n">HiveServer2Hook</span>
+                <span class="kn">from</span> <span class="nn">airflow.hooks.hive_hooks</span> <span class="k">import</span> <span class="n">HiveServer2Hook</span>
                 <span class="k">return</span> <span class="n">HiveServer2Hook</span><span class="p">(</span><span class="n">hiveserver2_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;sqlite&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.hooks.sqlite_hook</span> <span class="kn">import</span> <span class="n">SqliteHook</span>
+                <span class="kn">from</span> <span class="nn">airflow.hooks.sqlite_hook</span> <span class="k">import</span> <span class="n">SqliteHook</span>
                 <span class="k">return</span> <span class="n">SqliteHook</span><span class="p">(</span><span class="n">sqlite_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;jdbc&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.hooks.jdbc_hook</span> <span class="kn">import</span> <span class="n">JdbcHook</span>
+                <span class="kn">from</span> <span class="nn">airflow.hooks.jdbc_hook</span> <span class="k">import</span> <span class="n">JdbcHook</span>
                 <span class="k">return</span> <span class="n">JdbcHook</span><span class="p">(</span><span class="n">jdbc_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;mssql&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.hooks.mssql_hook</span> <span class="kn">import</span> <span class="n">MsSqlHook</span>
+                <span class="kn">from</span> <span class="nn">airflow.hooks.mssql_hook</span> <span class="k">import</span> <span class="n">MsSqlHook</span>
                 <span class="k">return</span> <span class="n">MsSqlHook</span><span class="p">(</span><span class="n">mssql_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;oracle&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.hooks.oracle_hook</span> <span class="kn">import</span> <span class="n">OracleHook</span>
+                <span class="kn">from</span> <span class="nn">airflow.hooks.oracle_hook</span> <span class="k">import</span> <span class="n">OracleHook</span>
                 <span class="k">return</span> <span class="n">OracleHook</span><span class="p">(</span><span class="n">oracle_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;vertica&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.vertica_hook</span> <span class="kn">import</span> <span class="n">VerticaHook</span>
+                <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.vertica_hook</span> <span class="k">import</span> <span class="n">VerticaHook</span>
                 <span class="k">return</span> <span class="n">VerticaHook</span><span class="p">(</span><span class="n">vertica_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
             <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;cloudant&#39;</span><span class="p">:</span>
-                <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.cloudant_hook</span> <span class="kn">import</span> <span class="n">CloudantHook</span>
+                <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.cloudant_hook</span> <span class="k">import</span> <span class="n">CloudantHook</span>
                 <span class="k">return</span> <span class="n">CloudantHook</span><span class="p">(</span><span class="n">cloudant_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_type</span> <span class="o">==</span> <span class="s1">&#39;jira&#39;</span><span class="p">:</span>
+                <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.jira_hook</span> <span class="k">import</span> <span class="n">JiraHook</span>
+                <span class="k">return</span> <span class="n">JiraHook</span><span class="p">(</span><span class="n">jira_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span><span class="p">)</span>
         <span class="k">except</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">None</span>
+            <span class="k">pass</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span>
 
     <span class="nd">@property</span>
     <span class="k">def</span> <span class="nf">extra_dejson</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="sd">&quot;&quot;&quot;Returns the extra property by deserializing json&quot;&quot;&quot;</span>
+        <span class="sd">&quot;&quot;&quot;Returns the extra property by deserializing json.&quot;&quot;&quot;</span>
         <span class="n">obj</span> <span class="o">=</span> <span class="p">{}</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">extra</span><span class="p">:</span>
             <span class="k">try</span><span class="p">:</span>
                 <span class="n">obj</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="bp">self</span><span class="o">.</span><span class="n">extra</span><span class="p">)</span>
             <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
                 <span class="n">logging</span><span class="o">.</span><span class="n">exception</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-                <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span>
-                    <span class="s2">&quot;Failed parsing the json for &quot;</span>
-                    <span class="s2">&quot;conn_id {}&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">conn_id</span><span class="p">))</span>
+                <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;Failed parsing the json for conn_id </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">conn_id</span><span class="p">)</span>
+
         <span class="k">return</span> <span class="n">obj</span></div>
 
 
@@ -794,7 +854,7 @@
 <span class="sd">    The executors pick up the DagPickle id and read the dag definition from</span>
 <span class="sd">    the database.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">pickle</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">PickleType</span><span class="p">(</span><span class="n">pickler</span><span class="o">=</span><span class="n">dill</span><span class="p">))</span>
     <span class="n">created_dttm</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">func</span><span class="o">.</span><span class="n">now</span><span class="p">())</span>
     <span class="n">pickle_hash</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Text</span><span class="p">)</span>
@@ -804,7 +864,7 @@
     <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">dag</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">=</span> <span class="n">dag</span><span class="o">.</span><span class="n">dag_id</span>
         <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">dag</span><span class="p">,</span> <span class="s1">&#39;template_env&#39;</span><span class="p">):</span>
-            <span class="n">dag</span><span class="o">.</span><span class="n">template_env</span> <span class="o">=</span> <span class="bp">None</span>
+            <span class="n">dag</span><span class="o">.</span><span class="n">template_env</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">pickle_hash</span> <span class="o">=</span> <span class="nb">hash</span><span class="p">(</span><span class="n">dag</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">pickle</span> <span class="o">=</span> <span class="n">dag</span>
 
@@ -825,9 +885,9 @@
 
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;task_instance&quot;</span>
 
-    <span class="n">task_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-    <span class="n">execution_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="n">task_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">execution_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">start_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
     <span class="n">end_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
     <span class="n">duration</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Float</span><span class="p">)</span>
@@ -841,6 +901,7 @@
     <span class="n">priority_weight</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">)</span>
     <span class="n">operator</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">1000</span><span class="p">))</span>
     <span class="n">queued_dttm</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
+    <span class="n">pid</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">)</span>
 
     <span class="n">__table_args__</span> <span class="o">=</span> <span class="p">(</span>
         <span class="n">Index</span><span class="p">(</span><span class="s1">&#39;ti_dag_state&#39;</span><span class="p">,</span> <span class="n">dag_id</span><span class="p">,</span> <span class="n">state</span><span class="p">),</span>
@@ -849,7 +910,7 @@
         <span class="n">Index</span><span class="p">(</span><span class="s1">&#39;ti_pool&#39;</span><span class="p">,</span> <span class="n">pool</span><span class="p">,</span> <span class="n">state</span><span class="p">,</span> <span class="n">priority_weight</span><span class="p">),</span>
     <span class="p">)</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">task</span><span class="p">,</span> <span class="n">execution_date</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="bp">None</span><span class="p">):</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">task</span><span class="p">,</span> <span class="n">execution_date</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">dag_id</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">task_id</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">task_id</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">=</span> <span class="n">execution_date</span>
@@ -858,23 +919,62 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">pool</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">pool</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">priority_weight</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">priority_weight_total</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">try_number</span> <span class="o">=</span> <span class="mi">0</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">test_mode</span> <span class="o">=</span> <span class="bp">False</span>  <span class="c1"># can be changed when calling &#39;run&#39;</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">force</span> <span class="o">=</span> <span class="bp">False</span>  <span class="c1"># can be changed when calling &#39;run&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">unixname</span> <span class="o">=</span> <span class="n">getpass</span><span class="o">.</span><span class="n">getuser</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">run_as_user</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">run_as_user</span>
         <span class="k">if</span> <span class="n">state</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">state</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hostname</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">init_on_load</span><span class="p">()</span>
+
+    <span class="nd">@reconstructor</span>
+<div class="viewcode-block" id="TaskInstance.init_on_load"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.init_on_load">[docs]</a>    <span class="k">def</span> <span class="nf">init_on_load</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot; Initialize the attributes that aren&#39;t stored in the DB. &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">test_mode</span> <span class="o">=</span> <span class="kc">False</span>  <span class="c1"># can be changed when calling &#39;run&#39;</span></div>
 
 <div class="viewcode-block" id="TaskInstance.command"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.command">[docs]</a>    <span class="k">def</span> <span class="nf">command</span><span class="p">(</span>
             <span class="bp">self</span><span class="p">,</span>
-            <span class="n">mark_success</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">ignore_dependencies</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">force</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">local</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">pickle_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">raw</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">job_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">pool</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="n">mark_success</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_all_deps</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_task_deps</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_ti_state</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">local</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">pickle_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">raw</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">job_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">pool</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">cfg_path</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a command that can be executed anywhere where airflow is</span>
+<span class="sd">        installed. This command is part of the message sent to executors by</span>
+<span class="sd">        the orchestrator.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="s2">&quot; &quot;</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">command_as_list</span><span class="p">(</span>
+            <span class="n">mark_success</span><span class="o">=</span><span class="n">mark_success</span><span class="p">,</span>
+            <span class="n">ignore_all_deps</span><span class="o">=</span><span class="n">ignore_all_deps</span><span class="p">,</span>
+            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="n">ignore_depends_on_past</span><span class="p">,</span>
+            <span class="n">ignore_task_deps</span><span class="o">=</span><span class="n">ignore_task_deps</span><span class="p">,</span>
+            <span class="n">ignore_ti_state</span><span class="o">=</span><span class="n">ignore_ti_state</span><span class="p">,</span>
+            <span class="n">local</span><span class="o">=</span><span class="n">local</span><span class="p">,</span>
+            <span class="n">pickle_id</span><span class="o">=</span><span class="n">pickle_id</span><span class="p">,</span>
+            <span class="n">raw</span><span class="o">=</span><span class="n">raw</span><span class="p">,</span>
+            <span class="n">job_id</span><span class="o">=</span><span class="n">job_id</span><span class="p">,</span>
+            <span class="n">pool</span><span class="o">=</span><span class="n">pool</span><span class="p">,</span>
+            <span class="n">cfg_path</span><span class="o">=</span><span class="n">cfg_path</span><span class="p">))</span></div>
+
+<div class="viewcode-block" id="TaskInstance.command_as_list"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.command_as_list">[docs]</a>    <span class="k">def</span> <span class="nf">command_as_list</span><span class="p">(</span>
+            <span class="bp">self</span><span class="p">,</span>
+            <span class="n">mark_success</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_all_deps</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_task_deps</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_ti_state</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">local</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">pickle_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">raw</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">job_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">pool</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">cfg_path</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns a command that can be executed anywhere where airflow is</span>
 <span class="sd">        installed. This command is part of the message sent to executors by</span>
@@ -884,41 +984,45 @@
 
         <span class="n">should_pass_filepath</span> <span class="o">=</span> <span class="ow">not</span> <span class="n">pickle_id</span> <span class="ow">and</span> <span class="n">dag</span>
         <span class="k">if</span> <span class="n">should_pass_filepath</span> <span class="ow">and</span> <span class="n">dag</span><span class="o">.</span><span class="n">full_filepath</span> <span class="o">!=</span> <span class="n">dag</span><span class="o">.</span><span class="n">filepath</span><span class="p">:</span>
-            <span class="n">path</span> <span class="o">=</span> <span class="s2">&quot;DAGS_FOLDER/{}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dag</span><span class="o">.</span><span class="n">filepath</span><span class="p">)</span>
+            <span class="n">path</span> <span class="o">=</span> <span class="s2">&quot;DAGS_FOLDER/</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dag</span><span class="o">.</span><span class="n">filepath</span><span class="p">)</span>
         <span class="k">elif</span> <span class="n">should_pass_filepath</span> <span class="ow">and</span> <span class="n">dag</span><span class="o">.</span><span class="n">full_filepath</span><span class="p">:</span>
             <span class="n">path</span> <span class="o">=</span> <span class="n">dag</span><span class="o">.</span><span class="n">full_filepath</span>
         <span class="k">else</span><span class="p">:</span>
-            <span class="n">path</span> <span class="o">=</span> <span class="bp">None</span>
+            <span class="n">path</span> <span class="o">=</span> <span class="kc">None</span>
 
         <span class="k">return</span> <span class="n">TaskInstance</span><span class="o">.</span><span class="n">generate_command</span><span class="p">(</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">,</span>
             <span class="n">mark_success</span><span class="o">=</span><span class="n">mark_success</span><span class="p">,</span>
-            <span class="n">ignore_dependencies</span><span class="o">=</span><span class="n">ignore_dependencies</span><span class="p">,</span>
+            <span class="n">ignore_all_deps</span><span class="o">=</span><span class="n">ignore_all_deps</span><span class="p">,</span>
+            <span class="n">ignore_task_deps</span><span class="o">=</span><span class="n">ignore_task_deps</span><span class="p">,</span>
             <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="n">ignore_depends_on_past</span><span class="p">,</span>
-            <span class="n">force</span><span class="o">=</span><span class="n">force</span><span class="p">,</span>
+            <span class="n">ignore_ti_state</span><span class="o">=</span><span class="n">ignore_ti_state</span><span class="p">,</span>
             <span class="n">local</span><span class="o">=</span><span class="n">local</span><span class="p">,</span>
             <span class="n">pickle_id</span><span class="o">=</span><span class="n">pickle_id</span><span class="p">,</span>
             <span class="n">file_path</span><span class="o">=</span><span class="n">path</span><span class="p">,</span>
             <span class="n">raw</span><span class="o">=</span><span class="n">raw</span><span class="p">,</span>
             <span class="n">job_id</span><span class="o">=</span><span class="n">job_id</span><span class="p">,</span>
-            <span class="n">pool</span><span class="o">=</span><span class="n">pool</span><span class="p">)</span></div>
+            <span class="n">pool</span><span class="o">=</span><span class="n">pool</span><span class="p">,</span>
+            <span class="n">cfg_path</span><span class="o">=</span><span class="n">cfg_path</span><span class="p">)</span></div>
 
     <span class="nd">@staticmethod</span>
 <div class="viewcode-block" id="TaskInstance.generate_command"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.generate_command">[docs]</a>    <span class="k">def</span> <span class="nf">generate_command</span><span class="p">(</span><span class="n">dag_id</span><span class="p">,</span>
                          <span class="n">task_id</span><span class="p">,</span>
                          <span class="n">execution_date</span><span class="p">,</span>
-                         <span class="n">mark_success</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-                         <span class="n">ignore_dependencies</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-                         <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-                         <span class="n">force</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-                         <span class="n">local</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-                         <span class="n">pickle_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                         <span class="n">file_path</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                         <span class="n">raw</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-                         <span class="n">job_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                         <span class="n">pool</span><span class="o">=</span><span class="bp">None</span>
+                         <span class="n">mark_success</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+                         <span class="n">ignore_all_deps</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+                         <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+                         <span class="n">ignore_task_deps</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+                         <span class="n">ignore_ti_state</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+                         <span class="n">local</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+                         <span class="n">pickle_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                         <span class="n">file_path</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                         <span class="n">raw</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+                         <span class="n">job_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                         <span class="n">pool</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                         <span class="n">cfg_path</span><span class="o">=</span><span class="kc">None</span>
                          <span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Generates the shell command required to execute this task instance.</span>
@@ -931,14 +1035,17 @@
 <span class="sd">        :type execution_date: datetime</span>
 <span class="sd">        :param mark_success: Whether to mark the task as successful</span>
 <span class="sd">        :type mark_success: bool</span>
-<span class="sd">        :param ignore_dependencies: Whether to ignore the dependencies and run</span>
-<span class="sd">        anyway</span>
-<span class="sd">        :type ignore_dependencies: bool</span>
-<span class="sd">        :param ignore_depends_on_past: Whether to ignore the depends on past</span>
-<span class="sd">        setting and run anyway</span>
-<span class="sd">        :type ignore_depends_on_past: bool</span>
-<span class="sd">        :param force: Whether to force running - see TaskInstance.run()</span>
-<span class="sd">        :type force: bool</span>
+<span class="sd">        :param ignore_all_deps: Ignore all ignoreable dependencies.</span>
+<span class="sd">            Overrides the other ignore_* parameters.</span>
+<span class="sd">        :type ignore_all_deps: boolean</span>
+<span class="sd">        :param ignore_depends_on_past: Ignore depends_on_past parameter of DAGs</span>
+<span class="sd">            (e.g. for Backfills)</span>
+<span class="sd">        :type ignore_depends_on_past: boolean</span>
+<span class="sd">        :param ignore_task_deps: Ignore task-specific dependencies such as depends_on_past</span>
+<span class="sd">            and trigger rule</span>
+<span class="sd">        :type ignore_task_deps: boolean</span>
+<span class="sd">        :param ignore_ti_state: Ignore the task instance&#39;s previous failure/success</span>
+<span class="sd">        :type ignore_ti_state: boolean</span>
 <span class="sd">        :param local: Whether to run the task locally</span>
 <span class="sd">        :type local: bool</span>
 <span class="sd">        :param pickle_id: If the DAG was serialized to the DB, the ID</span>
@@ -952,25 +1059,27 @@
 <span class="sd">        :return: shell command that can be used to run the task instance</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">iso</span> <span class="o">=</span> <span class="n">execution_date</span><span class="o">.</span><span class="n">isoformat</span><span class="p">()</span>
-        <span class="n">cmd</span> <span class="o">=</span> <span class="s2">&quot;airflow run {dag_id} {task_id} {iso} &quot;</span>
-        <span class="n">cmd</span> <span class="o">+=</span> <span class="s2">&quot;--mark_success &quot;</span> <span class="k">if</span> <span class="n">mark_success</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
-        <span class="n">cmd</span> <span class="o">+=</span> <span class="s2">&quot;--pickle {pickle_id} &quot;</span> <span class="k">if</span> <span class="n">pickle_id</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
-        <span class="n">cmd</span> <span class="o">+=</span> <span class="s2">&quot;--job_id {job_id} &quot;</span> <span class="k">if</span> <span class="n">job_id</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
-        <span class="n">cmd</span> <span class="o">+=</span> <span class="s2">&quot;-i &quot;</span> <span class="k">if</span> <span class="n">ignore_dependencies</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
-        <span class="n">cmd</span> <span class="o">+=</span> <span class="s2">&quot;-I &quot;</span> <span class="k">if</span> <span class="n">ignore_depends_on_past</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
-        <span class="n">cmd</span> <span class="o">+=</span> <span class="s2">&quot;--force &quot;</span> <span class="k">if</span> <span class="n">force</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
-        <span class="n">cmd</span> <span class="o">+=</span> <span class="s2">&quot;--local &quot;</span> <span class="k">if</span> <span class="n">local</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
-        <span class="n">cmd</span> <span class="o">+=</span> <span class="s2">&quot;--pool {pool} &quot;</span> <span class="k">if</span> <span class="n">pool</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
-        <span class="n">cmd</span> <span class="o">+=</span> <span class="s2">&quot;--raw &quot;</span> <span class="k">if</span> <span class="n">raw</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
-        <span class="n">cmd</span> <span class="o">+=</span> <span class="s2">&quot;-sd {file_path}&quot;</span> <span class="k">if</span> <span class="n">file_path</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
-        <span class="k">return</span> <span class="n">cmd</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span></div>
+        <span class="n">cmd</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;airflow&quot;</span><span class="p">,</span> <span class="s2">&quot;run&quot;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">dag_id</span><span class="p">),</span> <span class="nb">str</span><span class="p">(</span><span class="n">task_id</span><span class="p">),</span> <span class="nb">str</span><span class="p">(</span><span class= [...]
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;--mark_success&quot;</span><span class="p">])</span> <span class="k">if</span> <span class="n">mark_success</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;--pickle&quot;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">pickle_id</span><span class="p">)])</span> <span class="k">if</span> <span class="n">pickle_id</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;--job_id&quot;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">job_id</span><span class="p">)])</span> <span class="k">if</span> <span class="n">job_id</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;-A &quot;</span><span class="p">])</span> <span class="k">if</span> <span class="n">ignore_all_deps</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;-i&quot;</span><span class="p">])</span> <span class="k">if</span> <span class="n">ignore_task_deps</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;-I&quot;</span><span class="p">])</span> <span class="k">if</span> <span class="n">ignore_depends_on_past</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;--force&quot;</span><span class="p">])</span> <span class="k">if</span> <span class="n">ignore_ti_state</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;--local&quot;</span><span class="p">])</span> <span class="k">if</span> <span class="n">local</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;--pool&quot;</span><span class="p">,</span> <span class="n">pool</span><span class="p">])</span> <span class="k">if</span> <span class="n">pool</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;--raw&quot;</span><span class="p">])</span> <span class="k">if</span> <span class="n">raw</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;-sd&quot;</span><span class="p">,</span> <span class="n">file_path</span><span class="p">])</span> <span class="k">if</span> <span class="n">file_path</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="s2">&quot;--cfg_path&quot;</span><span class="p">,</span> <span class="n">cfg_path</span><span class="p">])</span> <span class="k">if</span> <span class="n">cfg_path</span> <span class="k">else</span> <span class="kc">None</span>
+        <span class="k">return</span> <span class="n">cmd</span></div>
 
     <span class="nd">@property</span>
     <span class="k">def</span> <span class="nf">log_filepath</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="n">iso</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="o">.</span><span class="n">isoformat</span><span class="p">()</span>
         <span class="n">log</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">expanduser</span><span class="p">(</span><span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;core&#39;</span><span class="p">,</span> <span class="s1">&#39;BASE_LOG_FOLDER&#39;</span><span class="p">))</span>
         <span class="k">return</span> <span class="p">(</span>
-            <span class="s2">&quot;{log}/{self.dag_id}/{self.task_id}/{iso}.log&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
+            <span class="s2">&quot;</span><span class="si">{log}</span><span class="s2">/</span><span class="si">{self.dag_id}</span><span class="s2">/</span><span class="si">{self.task_id}</span><span class="s2">/</span><span class="si">{iso}</span><span class="s2">.log&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
 
     <span class="nd">@property</span>
     <span class="k">def</span> <span class="nf">log_url</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -978,9 +1087,9 @@
         <span class="n">BASE_URL</span> <span class="o">=</span> <span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;webserver&#39;</span><span class="p">,</span> <span class="s1">&#39;BASE_URL&#39;</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">BASE_URL</span> <span class="o">+</span> <span class="p">(</span>
             <span class="s2">&quot;/admin/airflow/log&quot;</span>
-            <span class="s2">&quot;?dag_id={self.dag_id}&quot;</span>
-            <span class="s2">&quot;&amp;task_id={self.task_id}&quot;</span>
-            <span class="s2">&quot;&amp;execution_date={iso}&quot;</span>
+            <span class="s2">&quot;?dag_id=</span><span class="si">{self.dag_id}</span><span class="s2">&quot;</span>
+            <span class="s2">&quot;&amp;task_id=</span><span class="si">{self.task_id}</span><span class="s2">&quot;</span>
+            <span class="s2">&quot;&amp;execution_date=</span><span class="si">{iso}</span><span class="s2">&quot;</span>
         <span class="p">)</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
 
     <span class="nd">@property</span>
@@ -990,15 +1099,15 @@
         <span class="k">return</span> <span class="n">BASE_URL</span> <span class="o">+</span> <span class="p">(</span>
             <span class="s2">&quot;/admin/airflow/action&quot;</span>
             <span class="s2">&quot;?action=success&quot;</span>
-            <span class="s2">&quot;&amp;task_id={self.task_id}&quot;</span>
-            <span class="s2">&quot;&amp;dag_id={self.dag_id}&quot;</span>
-            <span class="s2">&quot;&amp;execution_date={iso}&quot;</span>
+            <span class="s2">&quot;&amp;task_id=</span><span class="si">{self.task_id}</span><span class="s2">&quot;</span>
+            <span class="s2">&quot;&amp;dag_id=</span><span class="si">{self.dag_id}</span><span class="s2">&quot;</span>
+            <span class="s2">&quot;&amp;execution_date=</span><span class="si">{iso}</span><span class="s2">&quot;</span>
             <span class="s2">&quot;&amp;upstream=false&quot;</span>
             <span class="s2">&quot;&amp;downstream=false&quot;</span>
         <span class="p">)</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
 
     <span class="nd">@provide_session</span>
-<div class="viewcode-block" id="TaskInstance.current_state"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.current_state">[docs]</a>    <span class="k">def</span> <span class="nf">current_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="TaskInstance.current_state"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.current_state">[docs]</a>    <span class="k">def</span> <span class="nf">current_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Get the very latest state from the database, if a session is passed,</span>
 <span class="sd">        we use and looking up the state becomes part of the session, otherwise</span>
@@ -1013,11 +1122,11 @@
         <span class="k">if</span> <span class="n">ti</span><span class="p">:</span>
             <span class="n">state</span> <span class="o">=</span> <span class="n">ti</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">state</span>
         <span class="k">else</span><span class="p">:</span>
-            <span class="n">state</span> <span class="o">=</span> <span class="bp">None</span>
+            <span class="n">state</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="k">return</span> <span class="n">state</span></div>
 
     <span class="nd">@provide_session</span>
-<div class="viewcode-block" id="TaskInstance.error"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.error">[docs]</a>    <span class="k">def</span> <span class="nf">error</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="TaskInstance.error"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.error">[docs]</a>    <span class="k">def</span> <span class="nf">error</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Forces the task instance&#39;s state to FAILED in the database.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -1027,7 +1136,7 @@
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span></div>
 
     <span class="nd">@provide_session</span>
-<div class="viewcode-block" id="TaskInstance.refresh_from_db"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.refresh_from_db">[docs]</a>    <span class="k">def</span> <span class="nf">refresh_from_db</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">lock_for_update</span><span class="o">=</span><span class= [...]
+<div class="viewcode-block" id="TaskInstance.refresh_from_db"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.refresh_from_db">[docs]</a>    <span class="k">def</span> <span class="nf">refresh_from_db</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">lock_for_update</span><span class="o">=</span><span class= [...]
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Refreshes the task instance from the database based on the primary key</span>
 
@@ -1051,11 +1160,12 @@
             <span class="bp">self</span><span class="o">.</span><span class="n">start_date</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">start_date</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">end_date</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">end_date</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">try_number</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">try_number</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">hostname</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">hostname</span>
         <span class="k">else</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="bp">None</span></div>
+            <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="kc">None</span></div>
 
     <span class="nd">@provide_session</span>
-<div class="viewcode-block" id="TaskInstance.clear_xcom_data"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.clear_xcom_data">[docs]</a>    <span class="k">def</span> <span class="nf">clear_xcom_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="TaskInstance.clear_xcom_data"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.clear_xcom_data">[docs]</a>    <span class="k">def</span> <span class="nf">clear_xcom_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Clears all XCom data from the database for the task instance</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -1071,7 +1181,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns a tuple that identifies the task instance uniquely</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span>
 
     <span class="k">def</span> <span class="nf">set_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">state</span><span class="p">,</span> <span class="n">session</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">state</span>
@@ -1080,88 +1190,17 @@
         <span class="n">session</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
 
-<div class="viewcode-block" id="TaskInstance.is_queueable"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.is_queueable">[docs]</a>    <span class="k">def</span> <span class="nf">is_queueable</span><span class="p">(</span>
-            <span class="bp">self</span><span class="p">,</span>
-            <span class="n">include_queued</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">flag_upstream_failed</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
-        <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Returns a boolean on whether the task instance has met all dependencies</span>
-<span class="sd">        and is ready to run. It considers the task&#39;s state, the state</span>
-<span class="sd">        of its dependencies, depends_on_past and makes sure the execution</span>
-<span class="sd">        isn&#39;t in the future. It doesn&#39;t take into</span>
-<span class="sd">        account whether the pool has a slot for it to run.</span>
-
-<span class="sd">        :param include_queued: If True, tasks that have already been queued</span>
-<span class="sd">            are included. Defaults to False.</span>
-<span class="sd">        :type include_queued: boolean</span>
-<span class="sd">        :param ignore_depends_on_past: if True, ignores depends_on_past</span>
-<span class="sd">            dependencies. Defaults to False.</span>
-<span class="sd">        :type ignore_depends_on_past: boolean</span>
-<span class="sd">        :param flag_upstream_failed: This is a hack to generate</span>
-<span class="sd">            the upstream_failed state creation while checking to see</span>
-<span class="sd">            whether the task instance is runnable. It was the shortest</span>
-<span class="sd">            path to add the feature</span>
-<span class="sd">        :type flag_upstream_failed: boolean</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="c1"># is the execution date in the future?</span>
-        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">&gt;</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">():</span>
-            <span class="k">return</span> <span class="bp">False</span>
-        <span class="c1"># is the task still in the retry waiting period?</span>
-        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_premature</span><span class="p">():</span>
-            <span class="k">return</span> <span class="bp">False</span>
-        <span class="c1"># does the task have an end_date prior to the execution date?</span>
-        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span><span class="o">.</span><span class="n">end_date</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span><span class="o">.</span><span class="n">end_date</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">False</span>
-        <span class="c1"># has the task been skipped?</span>
-        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">False</span>
-        <span class="c1"># has the task already been queued (and are we excluding queued tasks)?</span>
-        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">QUEUED</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">include_queued</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">False</span>
-        <span class="c1"># is the task runnable and have its dependencies been met?</span>
-        <span class="k">elif</span> <span class="p">(</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="ow">in</span> <span class="n">State</span><span class="o">.</span><span class="n">runnable</span><span class="p">()</span> <span class="ow">and</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">are_dependencies_met</span><span class="p">(</span>
-                    <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="n">ignore_depends_on_past</span><span class="p">,</span>
-                    <span class="n">flag_upstream_failed</span><span class="o">=</span><span class="n">flag_upstream_failed</span><span class="p">)):</span>
-            <span class="k">return</span> <span class="bp">True</span>
-        <span class="c1"># anything else</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">False</span></div>
-
-<div class="viewcode-block" id="TaskInstance.is_premature"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.is_premature">[docs]</a>    <span class="k">def</span> <span class="nf">is_premature</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">is_premature</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns whether a task is in UP_FOR_RETRY state and its retry interval</span>
 <span class="sd">        has elapsed.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="c1"># is the task still in the retry waiting period?</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">UP_FOR_RETRY</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">ready_for_retry</span><span class="p">()</span></div>
-
-<div class="viewcode-block" id="TaskInstance.is_runnable"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.is_runnable">[docs]</a>    <span class="k">def</span> <span class="nf">is_runnable</span><span class="p">(</span>
-            <span class="bp">self</span><span class="p">,</span>
-            <span class="n">include_queued</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">flag_upstream_failed</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
-        <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Returns whether a task is ready to run AND there&#39;s room in the</span>
-<span class="sd">        queue.</span>
-
-<span class="sd">        :param include_queued: If True, tasks that are already QUEUED are</span>
-<span class="sd">            considered &quot;runnable&quot;. Defaults to False.</span>
-<span class="sd">        :type include_queued: boolean</span>
-<span class="sd">        :param ignore_depends_on_past: if True, ignores depends_on_past</span>
-<span class="sd">            dependencies. Defaults to False.</span>
-<span class="sd">        :type ignore_depends_on_past: boolean</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">queueable</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_queueable</span><span class="p">(</span>
-            <span class="n">include_queued</span><span class="o">=</span><span class="n">include_queued</span><span class="p">,</span>
-            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="n">ignore_depends_on_past</span><span class="p">,</span>
-            <span class="n">flag_upstream_failed</span><span class="o">=</span><span class="n">flag_upstream_failed</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">queueable</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">pool_full</span><span class="p">()</span></div>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">UP_FOR_RETRY</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">ready_for_retry</span><span class="p">()</span>
 
     <span class="nd">@provide_session</span>
-<div class="viewcode-block" id="TaskInstance.are_dependents_done"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.are_dependents_done">[docs]</a>    <span class="k">def</span> <span class="nf">are_dependents_done</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="TaskInstance.are_dependents_done"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.are_dependents_done">[docs]</a>    <span class="k">def</span> <span class="nf">are_dependents_done</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Checks whether the dependents of this task instance have all succeeded.</span>
 <span class="sd">        This is meant to be used by wait_for_downstream.</span>
@@ -1173,7 +1212,7 @@
         <span class="n">task</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span>
 
         <span class="k">if</span> <span class="ow">not</span> <span class="n">task</span><span class="o">.</span><span class="n">downstream_task_ids</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">True</span>
+            <span class="k">return</span> <span class="kc">True</span>
 
         <span class="n">ti</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">func</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">TaskInstance</span><span class="o">.</span><span class="n">task_id</span><span class="p">))</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
             <span class="n">TaskInstance</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
@@ -1184,160 +1223,98 @@
         <span class="n">count</span> <span class="o">=</span> <span class="n">ti</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
         <span class="k">return</span> <span class="n">count</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">downstream_task_ids</span><span class="p">)</span></div>
 
+    <span class="nd">@property</span>
     <span class="nd">@provide_session</span>
-<div class="viewcode-block" id="TaskInstance.evaluate_trigger_rule"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.evaluate_trigger_rule">[docs]</a>    <span class="k">def</span> <span class="nf">evaluate_trigger_rule</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">successes</span><span class="p">,</span> <span class="n">skipped</span><span class="p">,</span> <span class="n">failed</span><span class="p">,</span>
-                              <span class="n">upstream_failed</span><span class="p">,</span> <span class="n">done</span><span class="p">,</span>
-                              <span class="n">flag_upstream_failed</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
-        <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Returns a boolean on whether the current task can be scheduled</span>
-<span class="sd">        for execution based on its trigger_rule.</span>
-
-<span class="sd">        :param flag_upstream_failed: This is a hack to generate</span>
-<span class="sd">            the upstream_failed state creation while checking to see</span>
-<span class="sd">            whether the task instance is runnable. It was the shortest</span>
-<span class="sd">            path to add the feature</span>
-<span class="sd">        :type flag_upstream_failed: boolean</span>
-<span class="sd">        :param successes: Number of successful upstream tasks</span>
-<span class="sd">        :type successes: boolean</span>
-<span class="sd">        :param skipped: Number of skipped upstream tasks</span>
-<span class="sd">        :type skipped: boolean</span>
-<span class="sd">        :param failed: Number of failed upstream tasks</span>
-<span class="sd">        :type failed: boolean</span>
-<span class="sd">        :param upstream_failed: Number of upstream_failed upstream tasks</span>
-<span class="sd">        :type upstream_failed: boolean</span>
-<span class="sd">        :param done: Number of completed upstream tasks</span>
-<span class="sd">        :type done: boolean</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">TR</span> <span class="o">=</span> <span class="n">TriggerRule</span>
+    <span class="k">def</span> <span class="nf">previous_ti</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot; The task instance for the task that ran before this task instance &quot;&quot;&quot;</span>
 
-        <span class="n">task</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span>
-        <span class="n">upstream</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">upstream_task_ids</span><span class="p">)</span>
-        <span class="n">tr</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">trigger_rule</span>
-        <span class="n">upstream_done</span> <span class="o">=</span> <span class="n">done</span> <span class="o">&gt;=</span> <span class="n">upstream</span>
-
-        <span class="c1"># handling instant state assignment based on trigger rules</span>
-        <span class="k">if</span> <span class="n">flag_upstream_failed</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">tr</span> <span class="o">==</span> <span class="n">TR</span><span class="o">.</span><span class="n">ALL_SUCCESS</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">upstream_failed</span> <span class="ow">or</span> <span class="n">failed</span><span class="p">:</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">set_state</span><span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">UPSTREAM_FAILED</span><span class="p">,</span> <span class="n">session</span><span class="p">)</span>
-                <span class="k">elif</span> <span class="n">skipped</span><span class="p">:</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">set_state</span><span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span><span class="p">,</span> <span class="n">session</span><span class="p">)</span>
-            <span class="k">elif</span> <span class="n">tr</span> <span class="o">==</span> <span class="n">TR</span><span class="o">.</span><span class="n">ALL_FAILED</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">successes</span> <span class="ow">or</span> <span class="n">skipped</span><span class="p">:</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">set_state</span><span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span><span class="p">,</span> <span class="n">session</span><span class="p">)</span>
-            <span class="k">elif</span> <span class="n">tr</span> <span class="o">==</span> <span class="n">TR</span><span class="o">.</span><span class="n">ONE_SUCCESS</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">upstream_done</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">successes</span><span class="p">:</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">set_state</span><span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span><span class="p">,</span> <span class="n">session</span><span class="p">)</span>
-            <span class="k">elif</span> <span class="n">tr</span> <span class="o">==</span> <span class="n">TR</span><span class="o">.</span><span class="n">ONE_FAILED</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">upstream_done</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="n">failed</span> <span class="ow">or</span> <span class="n">upstream_failed</span><span class="p">):</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">set_state</span><span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span><span class="p">,</span> <span class="n">session</span><span class="p">)</span>
+        <span class="n">dag</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span><span class="o">.</span><span class="n">dag</span>
+        <span class="k">if</span> <span class="n">dag</span><span class="p">:</span>
+            <span class="n">dr</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_dagrun</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
 
-        <span class="k">return</span> <span class="p">(</span>
-             <span class="p">(</span><span class="n">tr</span> <span class="o">==</span> <span class="n">TR</span><span class="o">.</span><span class="n">ONE_SUCCESS</span> <span class="ow">and</span> <span class="n">successes</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">)</span> <span class="ow">or</span>
-             <span class="p">(</span><span class="n">tr</span> <span class="o">==</span> <span class="n">TR</span><span class="o">.</span><span class="n">ONE_FAILED</span> <span class="ow">and</span> <span class="p">(</span><span class="n">failed</span> <span class="ow">or</span> <span class="n">upstream_failed</span><span class="p">))</span> <span class="ow">or</span>
-             <span class="p">(</span><span class="n">tr</span> <span class="o">==</span> <span class="n">TR</span><span class="o">.</span><span class="n">ALL_SUCCESS</span> <span class="ow">and</span> <span class="n">successes</span> <span class="o">&gt;=</span> <span class="n">upstream</span><span class="p">)</span> <span class="ow">or</span>
-             <span class="p">(</span><span class="n">tr</span> <span class="o">==</span> <span class="n">TR</span><span class="o">.</span><span class="n">ALL_FAILED</span> <span class="ow">and</span> <span class="n">failed</span> <span class="o">+</span> <span class="n">upstream_failed</span> <span class="o">&gt;=</span> <span class="n">upstream</span><span class="p">)</span> <span class="ow">or</span>
-             <span class="p">(</span><span class="n">tr</span> <span class="o">==</span> <span class="n">TR</span><span class="o">.</span><span class="n">ALL_DONE</span> <span class="ow">and</span> <span class="n">upstream_done</span><span class="p">)</span>
-        <span class="p">)</span></div>
+            <span class="c1"># LEGACY: most likely running from unit tests</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">dr</span><span class="p">:</span>
+                <span class="c1"># Means that this TI is NOT being run from a DR, but from a catchup</span>
+                <span class="n">previous_scheduled_date</span> <span class="o">=</span> <span class="n">dag</span><span class="o">.</span><span class="n">previous_schedule</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">)</span>
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">previous_scheduled_date</span><span class="p">:</span>
+                    <span class="k">return</span> <span class="kc">None</span>
+
+                <span class="k">return</span> <span class="n">TaskInstance</span><span class="p">(</span><span class="n">task</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">task</span><span class="p">,</span>
+                                    <span class="n">execution_date</span><span class="o">=</span><span class="n">previous_scheduled_date</span><span class="p">)</span>
+
+            <span class="n">dr</span><span class="o">.</span><span class="n">dag</span> <span class="o">=</span> <span class="n">dag</span>
+            <span class="k">if</span> <span class="n">dag</span><span class="o">.</span><span class="n">catchup</span><span class="p">:</span>
+                <span class="n">last_dagrun</span> <span class="o">=</span> <span class="n">dr</span><span class="o">.</span><span class="n">get_previous_scheduled_dagrun</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">last_dagrun</span> <span class="o">=</span> <span class="n">dr</span><span class="o">.</span><span class="n">get_previous_dagrun</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="n">last_dagrun</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">last_dagrun</span><span class="o">.</span><span class="n">get_task_instance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="kc">None</span>
 
     <span class="nd">@provide_session</span>
 <div class="viewcode-block" id="TaskInstance.are_dependencies_met"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.are_dependencies_met">[docs]</a>    <span class="k">def</span> <span class="nf">are_dependencies_met</span><span class="p">(</span>
             <span class="bp">self</span><span class="p">,</span>
-            <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">flag_upstream_failed</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">verbose</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+            <span class="n">dep_context</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Returns a boolean on whether the upstream tasks are in a SUCCESS state</span>
-<span class="sd">        and considers depends_on_past and the previous run&#39;s state.</span>
-
-<span class="sd">        :param flag_upstream_failed: This is a hack to generate</span>
-<span class="sd">            the upstream_failed state creation while checking to see</span>
-<span class="sd">            whether the task instance is runnable. It was the shortest</span>
-<span class="sd">            path to add the feature</span>
-<span class="sd">        :type flag_upstream_failed: boolean</span>
-<span class="sd">        :param ignore_depends_on_past: if True, ignores depends_on_past</span>
-<span class="sd">            dependencies. Defaults to False.</span>
-<span class="sd">        :type ignore_depends_on_past: boolean</span>
-<span class="sd">        :param verbose: verbose provides more logging in the case where the</span>
-<span class="sd">            task instance is evaluated as a check right before being executed.</span>
-<span class="sd">            In the case of the scheduler evaluating the dependencies, this</span>
-<span class="sd">            logging would be way too verbose.</span>
+<span class="sd">        Returns whether or not all the conditions are met for this task instance to be run</span>
+<span class="sd">        given the context for the dependencies (e.g. a task instance being force run from</span>
+<span class="sd">        the UI will ignore some dependencies).</span>
+
+<span class="sd">        :param dep_context: The execution context that determines the dependencies that</span>
+<span class="sd">            should be evaluated.</span>
+<span class="sd">        :type dep_context: DepContext</span>
+<span class="sd">        :param session: database session</span>
+<span class="sd">        :type session: Session</span>
+<span class="sd">        :param verbose: whether or not to print details on failed dependencies</span>
 <span class="sd">        :type verbose: boolean</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">TI</span> <span class="o">=</span> <span class="n">TaskInstance</span>
-        <span class="n">TR</span> <span class="o">=</span> <span class="n">TriggerRule</span>
-
-        <span class="n">task</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span>
+        <span class="n">dep_context</span> <span class="o">=</span> <span class="n">dep_context</span> <span class="ow">or</span> <span class="n">DepContext</span><span class="p">()</span>
+        <span class="n">failed</span> <span class="o">=</span> <span class="kc">False</span>
+        <span class="k">for</span> <span class="n">dep_status</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_failed_dep_statuses</span><span class="p">(</span>
+                <span class="n">dep_context</span><span class="o">=</span><span class="n">dep_context</span><span class="p">,</span>
+                <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">):</span>
+            <span class="n">failed</span> <span class="o">=</span> <span class="kc">True</span>
+            <span class="k">if</span> <span class="n">verbose</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;Dependencies not met for </span><span class="si">{}</span><span class="s2">, dependency &#39;</span><span class="si">{}</span><span class="s2">&#39; FAILED: </span><span class="si">{}</span><span class="s2">&quot;</span>
+                             <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dep_status</span><span class="o">.</span><span class="n">dep_name</span><span class="p">,</span> <span class="n">dep_status</span><span class="o">.</span><span class="n">reason</span><span class="p">))</span>
 
-        <span class="c1"># Checking that the depends_on_past is fulfilled</span>
-        <span class="k">if</span> <span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">depends_on_past</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">ignore_depends_on_past</span> <span class="ow">and</span>
-                <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">==</span> <span class="n">task</span><span class="o">.</span><span class="n">start_date</span><span class="p">):</span>
-            <span class="n">previous_ti</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">TI</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
-                <span class="n">TI</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
-                <span class="n">TI</span><span class="o">.</span><span class="n">task_id</span> <span class="o">==</span> <span class="n">task</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span>
-                <span class="n">TI</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">==</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">task</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">previous_schedule</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">),</span>
-                <span class="n">TI</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">in_</span><span class="p">({</span><span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span><span class="p">,</span> <span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span><span class="p">}),</span>
-            <span class="p">)</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">previous_ti</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">verbose</span><span class="p">:</span>
-                    <span class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;depends_on_past not satisfied&quot;</span><span class="p">)</span>
-                <span class="k">return</span> <span class="bp">False</span>
-
-            <span class="c1"># Applying wait_for_downstream</span>
-            <span class="n">previous_ti</span><span class="o">.</span><span class="n">task</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span>
-            <span class="k">if</span> <span class="n">task</span><span class="o">.</span><span class="n">wait_for_downstream</span> <span class="ow">and</span> <span class="ow">not</span> \
-                    <span class="n">previous_ti</span><span class="o">.</span><span class="n">are_dependents_done</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">verbose</span><span class="p">:</span>
-                    <span class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;wait_for_downstream not satisfied&quot;</span><span class="p">)</span>
-                <span class="k">return</span> <span class="bp">False</span>
-
-        <span class="c1"># Checking that all upstream dependencies have succeeded</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">task</span><span class="o">.</span><span class="n">upstream_list</span> <span class="ow">or</span> <span class="n">task</span><span class="o">.</span><span class="n">trigger_rule</span> <span class="o">==</span> <span class="n">TR</span><span class="o">.</span><span class="n">DUMMY</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">True</span>
-
-        <span class="c1"># todo: this query becomes quite expensive with dags that have</span>
-        <span class="c1"># many tasks. It should be refactored to let the task report</span>
-        <span class="c1"># to the dag run and get the aggregates from there</span>
-        <span class="n">qry</span> <span class="o">=</span> <span class="p">(</span>
-            <span class="n">session</span>
-            <span class="o">.</span><span class="n">query</span><span class="p">(</span>
-                <span class="n">func</span><span class="o">.</span><span class="n">coalesce</span><span class="p">(</span><span class="n">func</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span>
-                    <span class="n">case</span><span class="p">([(</span><span class="n">TI</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span><span class="p">,</span> <span class="mi">1</span><span class="p">)],</span> <span class="n">else_</span><span class="o">=</span><span class="mi">0</span><span class="p">)),</span> <span class="mi">0</span><span class="p">),</span>
-                <span class="n">func</span><span class="o">.</span><span class="n">coalesce</span><span class="p">(</span><span class="n">func</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span>
-                    <span class="n">case</span><span class="p">([(</span><span class="n">TI</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span><span class="p">,</span> <span class="mi">1</span><span class="p">)],</span> <span class="n">else_</span><span class="o">=</span><span class="mi">0</span><span class="p">)),</span> <span class="mi">0</span><span class="p">),</span>
-                <span class="n">func</span><span class="o">.</span><span class="n">coalesce</span><span class="p">(</span><span class="n">func</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span>
-                    <span class="n">case</span><span class="p">([(</span><span class="n">TI</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">FAILED</span><span class="p">,</span> <span class="mi">1</span><span class="p">)],</span> <span class="n">else_</span><span class="o">=</span><span class="mi">0</span><span class="p">)),</span> <span class="mi">0</span><span class="p">),</span>
-                <span class="n">func</span><span class="o">.</span><span class="n">coalesce</span><span class="p">(</span><span class="n">func</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span>
-                    <span class="n">case</span><span class="p">([(</span><span class="n">TI</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">UPSTREAM_FAILED</span><span class="p">,</span> <span class="mi">1</span><span class="p">)],</span> <span class="n">else_</span><span class="o">=</span><span class="mi">0</span><span class="p">)),</span> <span class="mi">0</span><span class="p">),</span>
-                <span class="n">func</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">TI</span><span class="o">.</span><span class="n">task_id</span><span class="p">),</span>
-            <span class="p">)</span>
-            <span class="o">.</span><span class="n">filter</span><span class="p">(</span>
-                <span class="n">TI</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
-                <span class="n">TI</span><span class="o">.</span><span class="n">task_id</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">upstream_task_ids</span><span class="p">),</span>
-                <span class="n">TI</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">,</span>
-                <span class="n">TI</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">in_</span><span class="p">([</span>
-                    <span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span><span class="p">,</span> <span class="n">State</span><span class="o">.</span><span class="n">FAILED</span><span class="p">,</span>
-                    <span class="n">State</span><span class="o">.</span><span class="n">UPSTREAM_FAILED</span><span class="p">,</span> <span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span><span class="p">]),</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
+        <span class="k">if</span> <span class="n">failed</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">False</span>
 
-        <span class="n">successes</span><span class="p">,</span> <span class="n">skipped</span><span class="p">,</span> <span class="n">failed</span><span class="p">,</span> <span class="n">upstream_failed</span><span class="p">,</span> <span class="n">done</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">verbose</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;Dependencies all met for </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
 
-        <span class="n">satisfied</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">evaluate_trigger_rule</span><span class="p">(</span>
-            <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">,</span> <span class="n">successes</span><span class="o">=</span><span class="n">successes</span><span class="p">,</span> <span class="n">skipped</span><span class="o">=</span><span class="n">skipped</span><span class="p">,</span>
-            <span class="n">failed</span><span class="o">=</span><span class="n">failed</span><span class="p">,</span> <span class="n">upstream_failed</span><span class="o">=</span><span class="n">upstream_failed</span><span class="p">,</span> <span class="n">done</span><span class="o">=</span><span class="n">done</span><span class="p">,</span>
-            <span class="n">flag_upstream_failed</span><span class="o">=</span><span class="n">flag_upstream_failed</span><span class="p">)</span>
+        <span class="k">return</span> <span class="kc">True</span></div>
 
-        <span class="k">if</span> <span class="n">verbose</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">satisfied</span><span class="p">:</span>
-            <span class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;Trigger rule `{}` not satisfied&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">trigger_rule</span><span class="p">))</span>
-        <span class="k">return</span> <span class="n">satisfied</span></div>
+    <span class="nd">@provide_session</span>
+    <span class="k">def</span> <span class="nf">get_failed_dep_statuses</span><span class="p">(</span>
+            <span class="bp">self</span><span class="p">,</span>
+            <span class="n">dep_context</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="n">dep_context</span> <span class="o">=</span> <span class="n">dep_context</span> <span class="ow">or</span> <span class="n">DepContext</span><span class="p">()</span>
+        <span class="k">for</span> <span class="n">dep</span> <span class="ow">in</span> <span class="n">dep_context</span><span class="o">.</span><span class="n">deps</span> <span class="o">|</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span><span class="o">.</span><span class="n">deps</span><span class="p">:</span>
+            <span class="k">for</span> <span class="n">dep_status</span> <span class="ow">in</span> <span class="n">dep</span><span class="o">.</span><span class="n">get_dep_statuses</span><span class="p">(</span>
+                    <span class="bp">self</span><span class="p">,</span>
+                    <span class="n">session</span><span class="p">,</span>
+                    <span class="n">dep_context</span><span class="p">):</span>
+
+                <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> dependency &#39;</span><span class="si">{}</span><span class="s2">&#39; PASSED: </span><span class="si">{}</span><span class="s2">, </span><span class="si">{}</span><span class="s2">&quot;</span>
+                              <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
+                                      <span class="n">dep_status</span><span class="o">.</span><span class="n">dep_name</span><span class="p">,</span>
+                                      <span class="n">dep_status</span><span class="o">.</span><span class="n">passed</span><span class="p">,</span>
+                                      <span class="n">dep_status</span><span class="o">.</span><span class="n">reason</span><span class="p">))</span>
+
+                <span class="k">if</span> <span class="ow">not</span> <span class="n">dep_status</span><span class="o">.</span><span class="n">passed</span><span class="p">:</span>
+                    <span class="k">yield</span> <span class="n">dep_status</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="p">(</span>
-            <span class="s2">&quot;&lt;TaskInstance: {ti.dag_id}.{ti.task_id} &quot;</span>
-            <span class="s2">&quot;{ti.execution_date} [{ti.state}]&gt;&quot;</span>
+            <span class="s2">&quot;&lt;TaskInstance: </span><span class="si">{ti.dag_id}</span><span class="s2">.</span><span class="si">{ti.task_id}</span><span class="s2"> &quot;</span>
+            <span class="s2">&quot;</span><span class="si">{ti.execution_date}</span><span class="s2"> [</span><span class="si">{ti.state}</span><span class="s2">]&gt;&quot;</span>
         <span class="p">)</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">ti</span><span class="o">=</span><span class="bp">self</span><span class="p">)</span>
 
 <div class="viewcode-block" id="TaskInstance.next_retry_datetime"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.next_retry_datetime">[docs]</a>    <span class="k">def</span> <span class="nf">next_retry_datetime</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -1358,7 +1335,8 @@
 <span class="sd">        Checks on whether the task instance is in the right state and timeframe</span>
 <span class="sd">        to be retried.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">UP_FOR_RETRY</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">next_retry_datetime</span><span class="p">()</span> <span class="o">&lt;</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><s [...]
+        <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">UP_FOR_RETRY</span> <span class="ow">and</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">next_retry_datetime</span><span class="p">()</span> <span class="o">&lt;</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">())</span></div>
 
     <span class="nd">@provide_session</span>
 <div class="viewcode-block" id="TaskInstance.pool_full"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.pool_full">[docs]</a>    <span class="k">def</span> <span class="nf">pool_full</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="p">):</span>
@@ -1367,7 +1345,7 @@
 <span class="sd">        task to run</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span><span class="o">.</span><span class="n">pool</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">False</span>
+            <span class="k">return</span> <span class="kc">False</span>
 
         <span class="n">pool</span> <span class="o">=</span> <span class="p">(</span>
             <span class="n">session</span>
@@ -1376,35 +1354,51 @@
             <span class="o">.</span><span class="n">first</span><span class="p">()</span>
         <span class="p">)</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="n">pool</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">False</span>
+            <span class="k">return</span> <span class="kc">False</span>
         <span class="n">open_slots</span> <span class="o">=</span> <span class="n">pool</span><span class="o">.</span><span class="n">open_slots</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
 
         <span class="k">return</span> <span class="n">open_slots</span> <span class="o">&lt;=</span> <span class="mi">0</span></div>
 
     <span class="nd">@provide_session</span>
+<div class="viewcode-block" id="TaskInstance.get_dagrun"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.get_dagrun">[docs]</a>    <span class="k">def</span> <span class="nf">get_dagrun</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the DagRun for this TaskInstance</span>
+<span class="sd">        :param session:</span>
+<span class="sd">        :return: DagRun</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dr</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagRun</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
+            <span class="n">DagRun</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
+            <span class="n">DagRun</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span>
+        <span class="p">)</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
+
+        <span class="k">return</span> <span class="n">dr</span></div>
+
+    <span class="nd">@provide_session</span>
 <div class="viewcode-block" id="TaskInstance.run"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span>
             <span class="bp">self</span><span class="p">,</span>
-            <span class="n">verbose</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
-            <span class="n">ignore_dependencies</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">force</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">mark_success</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">test_mode</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">job_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">pool</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">ignore_all_deps</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_task_deps</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_ti_state</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">mark_success</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">test_mode</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">job_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">pool</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Runs the task instance.</span>
 
 <span class="sd">        :param verbose: whether to turn on more verbose loggin</span>
 <span class="sd">        :type verbose: boolean</span>
-<span class="sd">        :param ignore_dependencies: Doesn&#39;t check for deps, just runs</span>
-<span class="sd">        :type ignore_dependencies: boolean</span>
-<span class="sd">        :param ignore_depends_on_past: Ignore depends_on_past but respect</span>
-<span class="sd">            other dependencies</span>
+<span class="sd">        :param ignore_all_deps: Ignore all of the non-critical dependencies, just runs</span>
+<span class="sd">        :type ignore_all_deps: boolean</span>
+<span class="sd">        :param ignore_depends_on_past: Ignore depends_on_past DAG attribute</span>
 <span class="sd">        :type ignore_depends_on_past: boolean</span>
-<span class="sd">        :param force: Forces a run regarless of previous success</span>
-<span class="sd">        :type force: boolean</span>
+<span class="sd">        :param ignore_task_deps: Don&#39;t check the dependencies of this TI&#39;s task</span>
+<span class="sd">        :type ignore_task_deps: boolean</span>
+<span class="sd">        :param ignore_ti_state: Disregards previous task instance state</span>
+<span class="sd">        :type ignore_ti_state: boolean</span>
 <span class="sd">        :param mark_success: Don&#39;t run the task, mark its state as success</span>
 <span class="sd">        :type mark_success: boolean</span>
 <span class="sd">        :param test_mode: Doesn&#39;t record success or failure in the DB</span>
@@ -1415,147 +1409,175 @@
         <span class="n">task</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">pool</span> <span class="o">=</span> <span class="n">pool</span> <span class="ow">or</span> <span class="n">task</span><span class="o">.</span><span class="n">pool</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">test_mode</span> <span class="o">=</span> <span class="n">test_mode</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">force</span> <span class="o">=</span> <span class="n">force</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">refresh_from_db</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">,</span> <span class="n">lock_for_update</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">refresh_from_db</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">,</span> <span class="n">lock_for_update</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">job_id</span> <span class="o">=</span> <span class="n">job_id</span>
-        <span class="n">iso</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">isoformat</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">hostname</span> <span class="o">=</span> <span class="n">socket</span><span class="o">.</span><span class="n">getfqdn</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">operator</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span>
 
-        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">:</span>
-            <span class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;Another instance is running, skipping.&quot;</span><span class="p">)</span>
-        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">REMOVED</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">clear_xcom_data</span><span class="p">()</span>
-            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Task {} was removed from the dag&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
-        <span class="k">elif</span> <span class="ow">not</span> <span class="n">force</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</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;Task {self} previously succeeded&quot;</span>
-                <span class="s2">&quot; on {self.end_date}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
-            <span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">ignore_all_deps</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">ignore_ti_state</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span><span class="p">:</span>
             <span class="n">Stats</span><span class="o">.</span><span class="n">incr</span><span class="p">(</span><span class="s1">&#39;previously_succeeded&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
-        <span class="k">elif</span> <span class="p">(</span>
-                <span class="ow">not</span> <span class="n">ignore_dependencies</span> <span class="ow">and</span>
-                <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">are_dependencies_met</span><span class="p">(</span>
-                    <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">,</span>
-                    <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="n">ignore_depends_on_past</span><span class="p">,</span>
-                    <span class="n">verbose</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">warning</span><span class="p">(</span><span class="s2">&quot;Dependencies not met yet&quot;</span><span class="p">)</span>
-        <span class="k">elif</span> <span class="p">(</span>
-            <span class="c1"># todo: move this to the scheduler</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">UP_FOR_RETRY</span> <span class="ow">and</span>
-                <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">ready_for_retry</span><span class="p">()):</span>
-            <span class="n">next_run</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">next_retry_datetime</span><span class="p">()</span><span class="o">.</span><span class="n">isoformat</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;Not ready for retry yet. &quot;</span> <span class="o">+</span>
-                <span class="s2">&quot;Next run after {0}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">next_run</span><span class="p">)</span>
-            <span class="p">)</span>
-        <span class="k">elif</span> <span class="n">force</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="ow">in</span> <span class="n">State</span><span class="o">.</span><span class="n">runnable</span><span class="p">():</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">clear_xcom_data</span><span class="p">()</span>
-            <span class="n">HR</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="p">(</span><span class="s2">&quot;-&quot;</span> <span class="o">*</span> <span class="mi">80</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>  <span class="c1"># Line break</span>
-
-            <span class="c1"># For reporting purposes, we report based on 1-indexed,</span>
-            <span class="c1"># not 0-indexed lists (i.e. Attempt 1 instead of</span>
-            <span class="c1"># Attempt 0 for the first attempt).</span>
-            <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Starting attempt {attempt} of {total}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                <span class="n">attempt</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">try_number</span> <span class="o">%</span> <span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">retries</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span>
-                <span class="n">total</span><span class="o">=</span><span class="n">task</span><span class="o">.</span><span class="n">retries</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">start_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
-
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">mark_success</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">!=</span> <span class="n">State</span><span class="o">.</span><span class="n">QUEUED</span> <span class="ow">and</span> <span class="p">(</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">pool</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">concurrency_reached</span><span class="p">):</span>
-                <span class="c1"># If a pool is set for this task, marking the task instance</span>
-                <span class="c1"># as QUEUED</span>
+
+        <span class="n">queue_dep_context</span> <span class="o">=</span> <span class="n">DepContext</span><span class="p">(</span>
+            <span class="n">deps</span><span class="o">=</span><span class="n">QUEUE_DEPS</span><span class="p">,</span>
+            <span class="n">ignore_all_deps</span><span class="o">=</span><span class="n">ignore_all_deps</span><span class="p">,</span>
+            <span class="n">ignore_ti_state</span><span class="o">=</span><span class="n">ignore_ti_state</span><span class="p">,</span>
+            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="n">ignore_depends_on_past</span><span class="p">,</span>
+            <span class="n">ignore_task_deps</span><span class="o">=</span><span class="n">ignore_task_deps</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">are_dependencies_met</span><span class="p">(</span>
+                <span class="n">dep_context</span><span class="o">=</span><span class="n">queue_dep_context</span><span class="p">,</span>
+                <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">,</span>
+                <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+            <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
+            <span class="k">return</span>
+
+        <span class="n">hr</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="p">(</span><span class="s2">&quot;-&quot;</span> <span class="o">*</span> <span class="mi">80</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>  <span class="c1"># Line break</span>
+
+        <span class="c1"># For reporting purposes, we report based on 1-indexed,</span>
+        <span class="c1"># not 0-indexed lists (i.e. Attempt 1 instead of</span>
+        <span class="c1"># Attempt 0 for the first attempt).</span>
+        <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Starting attempt </span><span class="si">{attempt}</span><span class="s2"> of </span><span class="si">{total}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="n">attempt</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">try_number</span> <span class="o">%</span> <span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">retries</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span>
+            <span class="n">total</span><span class="o">=</span><span class="n">task</span><span class="o">.</span><span class="n">retries</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">start_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
+
+        <span class="n">dep_context</span> <span class="o">=</span> <span class="n">DepContext</span><span class="p">(</span>
+            <span class="n">deps</span><span class="o">=</span><span class="n">RUN_DEPS</span> <span class="o">-</span> <span class="n">QUEUE_DEPS</span><span class="p">,</span>
+            <span class="n">ignore_all_deps</span><span class="o">=</span><span class="n">ignore_all_deps</span><span class="p">,</span>
+            <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="n">ignore_depends_on_past</span><span class="p">,</span>
+            <span class="n">ignore_task_deps</span><span class="o">=</span><span class="n">ignore_task_deps</span><span class="p">,</span>
+            <span class="n">ignore_ti_state</span><span class="o">=</span><span class="n">ignore_ti_state</span><span class="p">)</span>
+        <span class="n">runnable</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">are_dependencies_met</span><span class="p">(</span>
+            <span class="n">dep_context</span><span class="o">=</span><span class="n">dep_context</span><span class="p">,</span>
+            <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">,</span>
+            <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">runnable</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">mark_success</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">!=</span> <span class="n">State</span><span class="o">.</span><span class="n">QUEUED</span><span class="p">:</span>
+                <span class="c1"># If a task&#39;s dependencies are met but it can&#39;t be run yet then queue it</span>
+                <span class="c1"># instead</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">QUEUED</span>
-                <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Queuing attempt {attempt} of {total}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Queuing attempt </span><span class="si">{attempt}</span><span class="s2"> of </span><span class="si">{total}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
                     <span class="n">attempt</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">try_number</span> <span class="o">%</span> <span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">retries</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span>
                     <span class="n">total</span><span class="o">=</span><span class="n">task</span><span class="o">.</span><span class="n">retries</span> <span class="o">+</span> <span class="mi">1</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="n">HR</span> <span class="o">+</span> <span class="n">msg</span> <span class="o">+</span> <span class="n">HR</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="n">hr</span> <span class="o">+</span> <span class="n">msg</span> <span class="o">+</span> <span class="n">hr</span><span class="p">)</span>
 
                 <span class="bp">self</span><span class="o">.</span><span class="n">queued_dttm</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
-                <span class="n">session</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
-                <span class="n">session</span><span class="o">.</span><span class="n">commit</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;Queuing into pool {}&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">pool</span><span class="p">))</span>
-                <span class="k">return</span>
-
-            <span class="c1"># print status message</span>
-            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">HR</span> <span class="o">+</span> <span class="n">msg</span> <span class="o">+</span> <span class="n">HR</span><span class="p">)</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">try_number</span> <span class="o">+=</span> <span class="mi">1</span>
-
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">test_mode</span><span class="p">:</span>
-                <span class="n">session</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Log</span><span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">,</span> <span class="bp">self</span><span class="p">))</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">end_date</span> <span class="o">=</span> <span class="bp">None</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">test_mode</span><span class="p">:</span>
+                <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Queuing into pool </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pool</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="n">msg</span><span class="p">)</span>
                 <span class="n">session</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
             <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
+            <span class="k">return</span>
 
-            <span class="c1"># Closing all pooled connections to prevent</span>
-            <span class="c1"># &quot;max number of connections reached&quot;</span>
-            <span class="n">settings</span><span class="o">.</span><span class="n">engine</span><span class="o">.</span><span class="n">dispose</span><span class="p">()</span>
-            <span class="k">if</span> <span class="n">verbose</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">mark_success</span><span class="p">:</span>
-                    <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Marking success for &quot;</span>
-                <span class="k">else</span><span class="p">:</span>
-                    <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Executing &quot;</span>
-                <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;{self.task} on {self.execution_date}&quot;</span>
-
-            <span class="n">context</span> <span class="o">=</span> <span class="p">{}</span>
-            <span class="k">try</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="n">msg</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="bp">self</span><span class="p">))</span>
-                <span class="k">if</span> <span class="ow">not</span> <span class="n">mark_success</span><span class="p">:</span>
-                    <span class="n">context</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_template_context</span><span class="p">()</span>
+        <span class="c1"># Another worker might have started running this task instance while</span>
+        <span class="c1"># the current worker process was blocked on refresh_from_db</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">:</span>
+            <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Task Instance already running </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+            <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
+            <span class="k">return</span>
 
-                    <span class="n">task_copy</span> <span class="o">=</span> <span class="n">copy</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">task</span><span class="p">)</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">=</span> <span class="n">task_copy</span>
+        <span class="c1"># print status message</span>
+        <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">hr</span> <span class="o">+</span> <span class="n">msg</span> <span class="o">+</span> <span class="n">hr</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">try_number</span> <span class="o">+=</span> <span class="mi">1</span>
 
-                    <span class="k">def</span> <span class="nf">signal_handler</span><span class="p">(</span><span class="n">signum</span><span class="p">,</span> <span class="n">frame</span><span class="p">):</span>
-                        <span class="sd">&#39;&#39;&#39;Setting kill signal handler&#39;&#39;&#39;</span>
-                        <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;Killing subprocess&quot;</span><span class="p">)</span>
-                        <span class="n">task_copy</span><span class="o">.</span><span class="n">on_kill</span><span class="p">()</span>
-                        <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Task received SIGTERM signal&quot;</span><span class="p">)</span>
-                    <span class="n">signal</span><span class="o">.</span><span class="n">signal</span><span class="p">(</span><span class="n">signal</span><span class="o">.</span><span class="n">SIGTERM</span><span class="p">,</span> <span class="n">signal_handler</span><span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">test_mode</span><span class="p">:</span>
+            <span class="n">session</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Log</span><span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">,</span> <span class="bp">self</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">end_date</span> <span class="o">=</span> <span class="kc">None</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">test_mode</span><span class="p">:</span>
+            <span class="n">session</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
+        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
 
-                    <span class="bp">self</span><span class="o">.</span><span class="n">render_templates</span><span class="p">()</span>
-                    <span class="n">task_copy</span><span class="o">.</span><span class="n">pre_execute</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span>
+        <span class="c1"># Closing all pooled connections to prevent</span>
+        <span class="c1"># &quot;max number of connections reached&quot;</span>
+        <span class="n">settings</span><span class="o">.</span><span class="n">engine</span><span class="o">.</span><span class="n">dispose</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">verbose</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">mark_success</span><span class="p">:</span>
+                <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Marking success for &quot;</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Executing &quot;</span>
+            <span class="n">msg</span> <span class="o">+=</span> <span class="s2">&quot;</span><span class="si">{self.task}</span><span class="s2"> on </span><span class="si">{self.execution_date}</span><span class="s2">&quot;</span>
 
-                    <span class="c1"># If a timout is specified for the task, make it fail</span>
-                    <span class="c1"># if it goes beyond</span>
-                    <span class="n">result</span> <span class="o">=</span> <span class="bp">None</span>
-                    <span class="k">if</span> <span class="n">task_copy</span><span class="o">.</span><span class="n">execution_timeout</span><span class="p">:</span>
+        <span class="n">context</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">try</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="n">msg</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="bp">self</span><span class="p">))</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">mark_success</span><span class="p">:</span>
+                <span class="n">context</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_template_context</span><span class="p">()</span>
+
+                <span class="n">task_copy</span> <span class="o">=</span> <span class="n">copy</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">task</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">task</span> <span class="o">=</span> <span class="n">task_copy</span>
+
+                <span class="k">def</span> <span class="nf">signal_handler</span><span class="p">(</span><span class="n">signum</span><span class="p">,</span> <span class="n">frame</span><span class="p">):</span>
+                    <span class="sd">&#39;&#39;&#39;Setting kill signal handler&#39;&#39;&#39;</span>
+                    <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;Killing subprocess&quot;</span><span class="p">)</span>
+                    <span class="n">task_copy</span><span class="o">.</span><span class="n">on_kill</span><span class="p">()</span>
+                    <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Task received SIGTERM signal&quot;</span><span class="p">)</span>
+                <span class="n">signal</span><span class="o">.</span><span class="n">signal</span><span class="p">(</span><span class="n">signal</span><span class="o">.</span><span class="n">SIGTERM</span><span class="p">,</span> <span class="n">signal_handler</span><span class="p">)</span>
+
+                <span class="c1"># Don&#39;t clear Xcom until the task is certain to execute</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">clear_xcom_data</span><span class="p">()</span>
+
+                <span class="bp">self</span><span class="o">.</span><span class="n">render_templates</span><span class="p">()</span>
+                <span class="n">task_copy</span><span class="o">.</span><span class="n">pre_execute</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span>
+
+                <span class="c1"># If a timeout is specified for the task, make it fail</span>
+                <span class="c1"># if it goes beyond</span>
+                <span class="n">result</span> <span class="o">=</span> <span class="kc">None</span>
+                <span class="k">if</span> <span class="n">task_copy</span><span class="o">.</span><span class="n">execution_timeout</span><span class="p">:</span>
+                    <span class="k">try</span><span class="p">:</span>
                         <span class="k">with</span> <span class="n">timeout</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span>
                                 <span class="n">task_copy</span><span class="o">.</span><span class="n">execution_timeout</span><span class="o">.</span><span class="n">total_seconds</span><span class="p">())):</span>
                             <span class="n">result</span> <span class="o">=</span> <span class="n">task_copy</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span>
+                    <span class="k">except</span> <span class="n">AirflowTaskTimeout</span><span class="p">:</span>
+                        <span class="n">task_copy</span><span class="o">.</span><span class="n">on_kill</span><span class="p">()</span>
+                        <span class="k">raise</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">result</span> <span class="o">=</span> <span class="n">task_copy</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span>
 
-                    <span class="k">else</span><span class="p">:</span>
-                        <span class="n">result</span> <span class="o">=</span> <span class="n">task_copy</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span>
-
-                    <span class="c1"># If the task returns a result, push an XCom containing it</span>
-                    <span class="k">if</span> <span class="n">result</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
-                        <span class="bp">self</span><span class="o">.</span><span class="n">xcom_push</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">XCOM_RETURN_KEY</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">result</span><span class="p">)</span>
+                <span class="c1"># If the task returns a result, push an XCom containing it</span>
+                <span class="k">if</span> <span class="n">result</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">xcom_push</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">XCOM_RETURN_KEY</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">result</span><span class="p">)</span>
 
-                    <span class="n">task_copy</span><span class="o">.</span><span class="n">post_execute</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span>
-            <span class="k">except</span> <span class="n">AirflowSkipException</span><span class="p">:</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span>
-            <span class="k">except</span> <span class="p">(</span><span class="ne">Exception</span><span class="p">,</span> <span class="ne">KeyboardInterrupt</span><span class="p">)</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">handle_failure</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">test_mode</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span>
-                <span class="k">raise</span>
-
-            <span class="c1"># Recording SUCCESS</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">end_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">set_duration</span><span class="p">()</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">test_mode</span><span class="p">:</span>
-                <span class="n">session</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Log</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="p">,</span> <span class="bp">self</span><span class="p">))</span>
-                <span class="n">session</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
-            <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
+                <span class="c1"># TODO remove deprecated behavior in Airflow 2.0</span>
+                <span class="k">try</span><span class="p">:</span>
+                    <span class="n">task_copy</span><span class="o">.</span><span class="n">post_execute</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">,</span> <span class="n">result</span><span class="o">=</span><span class="n">result</span><span class="p">)</span>
+                <span class="k">except</span> <span class="ne">TypeError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
+                    <span class="k">if</span> <span class="s1">&#39;unexpected keyword argument&#39;</span> <span class="ow">in</span> <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">):</span>
+                        <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span>
+                            <span class="s1">&#39;BaseOperator.post_execute() now takes two &#39;</span>
+                            <span class="s1">&#39;arguments, `context` and `result`, but &quot;</span><span class="si">{}</span><span class="s1">&quot; only &#39;</span>
+                            <span class="s1">&#39;expected one. This behavior is deprecated and &#39;</span>
+                            <span class="s1">&#39;will be removed in a future version of &#39;</span>
+                            <span class="s1">&#39;Airflow.&#39;</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">task_id</span><span class="p">),</span>
+                            <span class="n">category</span><span class="o">=</span><span class="ne">DeprecationWarning</span><span class="p">)</span>
+                        <span class="n">task_copy</span><span class="o">.</span><span class="n">post_execute</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="k">raise</span>
+
+                <span class="n">Stats</span><span class="o">.</span><span class="n">incr</span><span class="p">(</span><span class="s1">&#39;operator_successes_</span><span class="si">{}</span><span class="s1">&#39;</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">task</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span><span class="p">),</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span>
+        <span class="k">except</span> <span class="n">AirflowSkipException</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span>
+        <span class="k">except</span> <span class="p">(</span><span class="ne">Exception</span><span class="p">,</span> <span class="ne">KeyboardInterrupt</span><span class="p">)</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">handle_failure</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">test_mode</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span>
+            <span class="k">raise</span>
+
+        <span class="c1"># Recording SUCCESS</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">end_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">set_duration</span><span class="p">()</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">test_mode</span><span class="p">:</span>
+            <span class="n">session</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Log</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">state</span><span class="p">,</span> <span class="bp">self</span><span class="p">))</span>
+            <span class="n">session</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
+        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
 
-            <span class="c1"># Success callback</span>
-            <span class="k">try</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">task</span><span class="o">.</span><span class="n">on_success_callback</span><span class="p">:</span>
-                    <span class="n">task</span><span class="o">.</span><span class="n">on_success_callback</span><span class="p">(</span><span class="n">context</span><span class="p">)</span>
-            <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e3</span><span class="p">:</span>
-                <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;Failed when executing success callback&quot;</span><span class="p">)</span>
-                <span class="n">logging</span><span class="o">.</span><span class="n">exception</span><span class="p">(</span><span class="n">e3</span><span class="p">)</span>
+        <span class="c1"># Success callback</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">task</span><span class="o">.</span><span class="n">on_success_callback</span><span class="p">:</span>
+                <span class="n">task</span><span class="o">.</span><span class="n">on_success_callback</span><span class="p">(</span><span class="n">context</span><span class="p">)</span>
+        <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e3</span><span class="p">:</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;Failed when executing success callback&quot;</span><span class="p">)</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">exception</span><span class="p">(</span><span class="n">e3</span><span class="p">)</span>
 
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span></div>
 
@@ -1567,12 +1589,13 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">render_templates</span><span class="p">()</span>
         <span class="n">task_copy</span><span class="o">.</span><span class="n">dry_run</span><span class="p">()</span>
 
-    <span class="k">def</span> <span class="nf">handle_failure</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">error</span><span class="p">,</span> <span class="n">test_mode</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">context</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">handle_failure</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">error</span><span class="p">,</span> <span class="n">test_mode</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">context</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="n">logging</span><span class="o">.</span><span class="n">exception</span><span class="p">(</span><span class="n">error</span><span class="p">)</span>
         <span class="n">task</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span>
         <span class="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">end_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">set_duration</span><span class="p">()</span>
+        <span class="n">Stats</span><span class="o">.</span><span class="n">incr</span><span class="p">(</span><span class="s1">&#39;operator_failures_</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span><span class="p">),</span> <span class="mi">1</span><span class=" [...]
         <span class="k">if</span> <span class="ow">not</span> <span class="n">test_mode</span><span class="p">:</span>
             <span class="n">session</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Log</span><span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">FAILED</span><span class="p">,</span> <span class="bp">self</span><span class="p">))</span>
 
@@ -1585,7 +1608,7 @@
                 <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">UP_FOR_RETRY</span>
                 <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Marking task as UP_FOR_RETRY&#39;</span><span class="p">)</span>
                 <span class="k">if</span> <span class="n">task</span><span class="o">.</span><span class="n">email_on_retry</span> <span class="ow">and</span> <span class="n">task</span><span class="o">.</span><span class="n">email</span><span class="p">:</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">email_alert</span><span class="p">(</span><span class="n">error</span><span class="p">,</span> <span class="n">is_retry</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">email_alert</span><span class="p">(</span><span class="n">error</span><span class="p">,</span> <span class="n">is_retry</span><span class="o">=</span><span class="kc">True</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">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">FAILED</span>
                 <span class="k">if</span> <span class="n">task</span><span class="o">.</span><span class="n">retries</span><span class="p">:</span>
@@ -1593,7 +1616,7 @@
                 <span class="k">else</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;Marking task as FAILED.&#39;</span><span class="p">)</span>
                 <span class="k">if</span> <span class="n">task</span><span class="o">.</span><span class="n">email_on_failure</span> <span class="ow">and</span> <span class="n">task</span><span class="o">.</span><span class="n">email</span><span class="p">:</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">email_alert</span><span class="p">(</span><span class="n">error</span><span class="p">,</span> <span class="n">is_retry</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">email_alert</span><span class="p">(</span><span class="n">error</span><span class="p">,</span> <span class="n">is_retry</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
         <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e2</span><span class="p">:</span>
             <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span>
                 <span class="s1">&#39;Failed to send email to: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">email</span><span class="p">))</span>
@@ -1615,10 +1638,10 @@
         <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">error</span><span class="p">))</span>
 
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">get_template_context</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">get_template_context</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="n">task</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span>
-        <span class="kn">from</span> <span class="nn">airflow</span> <span class="kn">import</span> <span class="n">macros</span>
-        <span class="n">tables</span> <span class="o">=</span> <span class="bp">None</span>
+        <span class="kn">from</span> <span class="nn">airflow</span> <span class="k">import</span> <span class="n">macros</span>
+        <span class="n">tables</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="k">if</span> <span class="s1">&#39;tables&#39;</span> <span class="ow">in</span> <span class="n">task</span><span class="o">.</span><span class="n">params</span><span class="p">:</span>
             <span class="n">tables</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="s1">&#39;tables&#39;</span><span class="p">]</span>
 
@@ -1627,17 +1650,20 @@
         <span class="n">yesterday_ds</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">-</span> <span class="n">timedelta</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">isoformat</span><span class="p">()[:</span><span class="mi">10</span><span class="p">]</span>
         <span class="n">tomorrow_ds</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">+</span> <span class="n">timedelta</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">isoformat</span><span class="p">()[:</span><span class="mi">10</span><span class="p">]</span>
 
+        <span class="n">prev_execution_date</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">previous_schedule</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">)</span>
+        <span class="n">next_execution_date</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">following_schedule</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">)</span>
+
         <span class="n">ds_nodash</span> <span class="o">=</span> <span class="n">ds</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
         <span class="n">ts_nodash</span> <span class="o">=</span> <span class="n">ts</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
         <span class="n">yesterday_ds_nodash</span> <span class="o">=</span> <span class="n">yesterday_ds</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
         <span class="n">tomorrow_ds_nodash</span> <span class="o">=</span> <span class="n">tomorrow_ds</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
 
-        <span class="n">ti_key_str</span> <span class="o">=</span> <span class="s2">&quot;{task.dag_id}__{task.task_id}__{ds_nodash}&quot;</span>
+        <span class="n">ti_key_str</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{task.dag_id}</span><span class="s2">__</span><span class="si">{task.task_id}</span><span class="s2">__</span><span class="si">{ds_nodash}</span><span class="s2">&quot;</span>
         <span class="n">ti_key_str</span> <span class="o">=</span> <span class="n">ti_key_str</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
 
         <span class="n">params</span> <span class="o">=</span> <span class="p">{}</span>
         <span class="n">run_id</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
-        <span class="n">dag_run</span> <span class="o">=</span> <span class="bp">None</span>
+        <span class="n">dag_run</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">task</span><span class="p">,</span> <span class="s1">&#39;dag&#39;</span><span class="p">):</span>
             <span class="k">if</span> <span class="n">task</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">params</span><span class="p">:</span>
                 <span class="n">params</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">params</span><span class="p">)</span>
@@ -1648,7 +1674,7 @@
                     <span class="n">execution_date</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">)</span>
                 <span class="o">.</span><span class="n">first</span><span class="p">()</span>
             <span class="p">)</span>
-            <span class="n">run_id</span> <span class="o">=</span> <span class="n">dag_run</span><span class="o">.</span><span class="n">run_id</span> <span class="k">if</span> <span class="n">dag_run</span> <span class="k">else</span> <span class="bp">None</span>
+            <span class="n">run_id</span> <span class="o">=</span> <span class="n">dag_run</span><span class="o">.</span><span class="n">run_id</span> <span class="k">if</span> <span class="n">dag_run</span> <span class="k">else</span> <span class="kc">None</span>
             <span class="n">session</span><span class="o">.</span><span class="n">expunge_all</span><span class="p">()</span>
             <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
 
@@ -1661,7 +1687,7 @@
 <span class="sd">            {var.variable_name}.</span>
 <span class="sd">            &quot;&quot;&quot;</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="bp">self</span><span class="o">.</span><span class="n">var</span> <span class="o">=</span> <span class="bp">None</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">var</span> <span class="o">=</span> <span class="kc">None</span>
 
             <span class="k">def</span> <span class="nf">__getattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">):</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">var</span> <span class="o">=</span> <span class="n">Variable</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
@@ -1672,10 +1698,10 @@
 
         <span class="k">class</span> <span class="nc">VariableJsonAccessor</span><span class="p">:</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="bp">self</span><span class="o">.</span><span class="n">var</span> <span class="o">=</span> <span class="bp">None</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">var</span> <span class="o">=</span> <span class="kc">None</span>
 
             <span class="k">def</span> <span class="nf">__getattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">item</span><span class="p">):</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">var</span> <span class="o">=</span>  <span class="n">Variable</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">deserialize_json</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">var</span> <span class="o">=</span> <span class="n">Variable</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">deserialize_json</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
                 <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">var</span>
 
             <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -1696,6 +1722,8 @@
             <span class="s1">&#39;dag_run&#39;</span><span class="p">:</span> <span class="n">dag_run</span><span class="p">,</span>
             <span class="s1">&#39;run_id&#39;</span><span class="p">:</span> <span class="n">run_id</span><span class="p">,</span>
             <span class="s1">&#39;execution_date&#39;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">,</span>
+            <span class="s1">&#39;prev_execution_date&#39;</span><span class="p">:</span> <span class="n">prev_execution_date</span><span class="p">,</span>
+            <span class="s1">&#39;next_execution_date&#39;</span><span class="p">:</span> <span class="n">next_execution_date</span><span class="p">,</span>
             <span class="s1">&#39;latest_date&#39;</span><span class="p">:</span> <span class="n">ds</span><span class="p">,</span>
             <span class="s1">&#39;macros&#39;</span><span class="p">:</span> <span class="n">macros</span><span class="p">,</span>
             <span class="s1">&#39;params&#39;</span><span class="p">:</span> <span class="n">params</span><span class="p">,</span>
@@ -1727,18 +1755,18 @@
                 <span class="n">rendered_content</span> <span class="o">=</span> <span class="n">rt</span><span class="p">(</span><span class="n">attr</span><span class="p">,</span> <span class="n">content</span><span class="p">,</span> <span class="n">jinja_context</span><span class="p">)</span>
                 <span class="nb">setattr</span><span class="p">(</span><span class="n">task</span><span class="p">,</span> <span class="n">attr</span><span class="p">,</span> <span class="n">rendered_content</span><span class="p">)</span>
 
-    <span class="k">def</span> <span class="nf">email_alert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">exception</span><span class="p">,</span> <span class="n">is_retry</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">email_alert</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">exception</span><span class="p">,</span> <span class="n">is_retry</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
         <span class="n">task</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">task</span>
-        <span class="n">title</span> <span class="o">=</span> <span class="s2">&quot;Airflow alert: {self}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
+        <span class="n">title</span> <span class="o">=</span> <span class="s2">&quot;Airflow alert: </span><span class="si">{self}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
         <span class="n">exception</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">exception</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;&lt;br&gt;&#39;</span><span class="p">)</span>
         <span class="n">try_</span> <span class="o">=</span> <span class="n">task</span><span class="o">.</span><span class="n">retries</span> <span class="o">+</span> <span class="mi">1</span>
         <span class="n">body</span> <span class="o">=</span> <span class="p">(</span>
-            <span class="s2">&quot;Try {self.try_number} out of {try_}&lt;br&gt;&quot;</span>
-            <span class="s2">&quot;Exception:&lt;br&gt;{exception}&lt;br&gt;&quot;</span>
-            <span class="s2">&quot;Log: &lt;a href=&#39;{self.log_url}&#39;&gt;Link&lt;/a&gt;&lt;br&gt;&quot;</span>
-            <span class="s2">&quot;Host: {self.hostname}&lt;br&gt;&quot;</span>
-            <span class="s2">&quot;Log file: {self.log_filepath}&lt;br&gt;&quot;</span>
-            <span class="s2">&quot;Mark success: &lt;a href=&#39;{self.mark_success_url}&#39;&gt;Link&lt;/a&gt;&lt;br&gt;&quot;</span>
+            <span class="s2">&quot;Try </span><span class="si">{self.try_number}</span><span class="s2"> out of </span><span class="si">{try_}</span><span class="s2">&lt;br&gt;&quot;</span>
+            <span class="s2">&quot;Exception:&lt;br&gt;</span><span class="si">{exception}</span><span class="s2">&lt;br&gt;&quot;</span>
+            <span class="s2">&quot;Log: &lt;a href=&#39;</span><span class="si">{self.log_url}</span><span class="s2">&#39;&gt;Link&lt;/a&gt;&lt;br&gt;&quot;</span>
+            <span class="s2">&quot;Host: </span><span class="si">{self.hostname}</span><span class="s2">&lt;br&gt;&quot;</span>
+            <span class="s2">&quot;Log file: </span><span class="si">{self.log_filepath}</span><span class="s2">&lt;br&gt;&quot;</span>
+            <span class="s2">&quot;Mark success: &lt;a href=&#39;</span><span class="si">{self.mark_success_url}</span><span class="s2">&#39;&gt;Link&lt;/a&gt;&lt;br&gt;&quot;</span>
         <span class="p">)</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
         <span class="n">send_email</span><span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">email</span><span class="p">,</span> <span class="n">title</span><span class="p">,</span> <span class="n">body</span><span class="p">)</span>
 
@@ -1746,13 +1774,13 @@
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">end_date</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">start_date</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">duration</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">end_date</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">start_date</span><span class="p">)</span><span class="o">.</span><span class="n">total_seconds</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">duration</span> <span class="o">=</span> <span class="bp">None</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">duration</span> <span class="o">=</span> <span class="kc">None</span>
 
 <div class="viewcode-block" id="TaskInstance.xcom_push"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.xcom_push">[docs]</a>    <span class="k">def</span> <span class="nf">xcom_push</span><span class="p">(</span>
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">key</span><span class="p">,</span>
             <span class="n">value</span><span class="p">,</span>
-            <span class="n">execution_date</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="n">execution_date</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Make an XCom available for tasks to pull.</span>
 
@@ -1770,7 +1798,7 @@
         <span class="k">if</span> <span class="n">execution_date</span> <span class="ow">and</span> <span class="n">execution_date</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">:</span>
             <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
                 <span class="s1">&#39;execution_date can not be in the past (current &#39;</span>
-                <span class="s1">&#39;execution_date is {}; received {})&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="s1">&#39;execution_date is </span><span class="si">{}</span><span class="s1">; received </span><span class="si">{}</span><span class="s1">)&#39;</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">execution_date</span><span class="p">,</span> <span class="n">execution_date</span><span class="p">))</span>
 
         <span class="n">XCom</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
@@ -1783,9 +1811,9 @@
 <div class="viewcode-block" id="TaskInstance.xcom_pull"><a class="viewcode-back" href="../../code.html#airflow.models.TaskInstance.xcom_pull">[docs]</a>    <span class="k">def</span> <span class="nf">xcom_pull</span><span class="p">(</span>
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">task_ids</span><span class="p">,</span>
-            <span class="n">dag_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">dag_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="n">key</span><span class="o">=</span><span class="n">XCOM_RETURN_KEY</span><span class="p">,</span>
-            <span class="n">include_prior_dates</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+            <span class="n">include_prior_dates</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Pull XComs that optionally meet certain criteria.</span>
 
@@ -1816,7 +1844,7 @@
 <span class="sd">        :type include_prior_dates: bool</span>
 <span class="sd">        &quot;&quot;&quot;</span>
 
-        <span class="k">if</span> <span class="n">dag_id</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">dag_id</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">dag_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span>
 
         <span class="n">pull_fn</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">partial</span><span class="p">(</span>
@@ -1839,9 +1867,9 @@
 
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;task_fail&quot;</span>
 
-    <span class="n">task_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-    <span class="n">execution_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="n">task_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">execution_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">start_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
     <span class="n">end_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
     <span class="n">duration</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Float</span><span class="p">)</span>
@@ -1862,7 +1890,7 @@
 
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;log&quot;</span>
 
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">dttm</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
     <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">))</span>
     <span class="n">task_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">))</span>
@@ -1871,12 +1899,12 @@
     <span class="n">owner</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">500</span><span class="p">))</span>
     <span class="n">extra</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Text</span><span class="p">)</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">event</span><span class="p">,</span> <span class="n">task_instance</span><span class="p">,</span> <span class="n">owner</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">extra</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="o">**</span><sp [...]
+    <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">event</span><span class="p">,</span> <span class="n">task_instance</span><span class="p">,</span> <span class="n">owner</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">extra</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><sp [...]
         <span class="bp">self</span><span class="o">.</span><span class="n">dttm</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">event</span> <span class="o">=</span> <span class="n">event</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">extra</span> <span class="o">=</span> <span class="n">extra</span>
 
-        <span class="n">task_owner</span> <span class="o">=</span> <span class="bp">None</span>
+        <span class="n">task_owner</span> <span class="o">=</span> <span class="kc">None</span>
 
         <span class="k">if</span> <span class="n">task_instance</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">=</span> <span class="n">task_instance</span><span class="o">.</span><span class="n">dag_id</span>
@@ -1895,7 +1923,7 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">owner</span> <span class="o">=</span> <span class="n">owner</span> <span class="ow">or</span> <span class="n">task_owner</span>
 
 
-<span class="nd">@functools.total_ordering</span>
+<span class="nd">@functools</span><span class="o">.</span><span class="n">total_ordering</span>
 <div class="viewcode-block" id="BaseOperator"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator">[docs]</a><span class="k">class</span> <span class="nc">BaseOperator</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Abstract base class for all operators. Since operators create objects that</span>
@@ -1903,7 +1931,7 @@
 <span class="sd">    dag crawling behavior. To derive this class, you are expected to override</span>
 <span class="sd">    the constructor as well as the &#39;execute&#39; method.</span>
 
-<span class="sd">    Operators derived from this task should perform or trigger certain tasks</span>
+<span class="sd">    Operators derived from this class should perform or trigger certain tasks</span>
 <span class="sd">    synchronously (wait for completion). Example of operators could be an</span>
 <span class="sd">    operator the runs a Pig job (PigOperator), a sensor operator that</span>
 <span class="sd">    waits for a partition to land in Hive (HiveSensorOperator), or one that</span>
@@ -1984,7 +2012,7 @@
 <span class="sd">        this represents the ``timedelta`` after the period is closed. For</span>
 <span class="sd">        example if you set an SLA of 1 hour, the scheduler would send dan email</span>
 <span class="sd">        soon after 1:00AM on the ``2016-01-02`` if the ``2016-01-01`` instance</span>
-<span class="sd">        has not succeede yet.</span>
+<span class="sd">        has not succeeded yet.</span>
 <span class="sd">        The scheduler pays special attention for jobs with an SLA and</span>
 <span class="sd">        sends alert</span>
 <span class="sd">        emails for sla misses. SLA misses are also recorded in the database</span>
@@ -2017,6 +2045,8 @@
 <span class="sd">    :param resources: A map of resource parameter names (the argument names of the</span>
 <span class="sd">        Resources constructor) to their values.</span>
 <span class="sd">    :type resources: dict</span>
+<span class="sd">    :param run_as_user: unix username to impersonate while running the task</span>
+<span class="sd">    :type run_as_user: str</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="c1"># For derived classes to define which fields will get jinjaified</span>
@@ -2032,42 +2062,43 @@
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">task_id</span><span class="p">,</span>
             <span class="n">owner</span><span class="o">=</span><span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;operators&#39;</span><span class="p">,</span> <span class="s1">&#39;DEFAULT_OWNER&#39;</span><span class="p">),</span>
-            <span class="n">email</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">email_on_retry</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
-            <span class="n">email_on_failure</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
+            <span class="n">email</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">email_on_retry</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">email_on_failure</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
             <span class="n">retries</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
             <span class="n">retry_delay</span><span class="o">=</span><span class="n">timedelta</span><span class="p">(</span><span class="n">seconds</span><span class="o">=</span><span class="mi">300</span><span class="p">),</span>
-            <span class="n">retry_exponential_backoff</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">max_retry_delay</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">start_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">end_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">schedule_interval</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>  <span class="c1"># not hooked as of now</span>
-            <span class="n">depends_on_past</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">wait_for_downstream</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">dag</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">params</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">default_args</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">adhoc</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
+            <span class="n">retry_exponential_backoff</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">max_retry_delay</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">start_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">end_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">schedule_interval</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>  <span class="c1"># not hooked as of now</span>
+            <span class="n">depends_on_past</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">wait_for_downstream</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">dag</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">default_args</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">adhoc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
             <span class="n">priority_weight</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
             <span class="n">queue</span><span class="o">=</span><span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;celery&#39;</span><span class="p">,</span> <span class="s1">&#39;default_queue&#39;</span><span class="p">),</span>
-            <span class="n">pool</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">sla</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">execution_timeout</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">on_failure_callback</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">on_success_callback</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">on_retry_callback</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">pool</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">sla</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">execution_timeout</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">on_failure_callback</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">on_success_callback</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">on_retry_callback</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="n">trigger_rule</span><span class="o">=</span><span class="n">TriggerRule</span><span class="o">.</span><span class="n">ALL_SUCCESS</span><span class="p">,</span>
-            <span class="n">resources</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">resources</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">run_as_user</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="k">if</span> <span class="n">args</span> <span class="ow">or</span> <span class="n">kwargs</span><span class="p">:</span>
             <span class="c1"># TODO remove *args and **kwargs in Airflow 2.0</span>
             <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span>
-                <span class="s1">&#39;Invalid arguments were passed to {c}. Support for &#39;</span>
+                <span class="s1">&#39;Invalid arguments were passed to </span><span class="si">{c}</span><span class="s1">. Support for &#39;</span>
                 <span class="s1">&#39;passing such arguments will be dropped in Airflow 2.0. &#39;</span>
                 <span class="s1">&#39;Invalid arguments were:&#39;</span>
-                <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">*args: {a}</span><span class="se">\n</span><span class="s1">**kwargs: {k}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">*args: </span><span class="si">{a}</span><span class="se">\n</span><span class="s1">**kwargs: </span><span class="si">{k}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
                     <span class="n">c</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span><span class="p">,</span> <span class="n">a</span><span class="o">=</span><span class="n">args</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="n">kwargs</span><span class="p">),</span>
                 <span class="n">category</span><span class="o">=</span><span class="ne">PendingDeprecationWarning</span>
             <span class="p">)</span>
@@ -2081,24 +2112,24 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">start_date</span> <span class="o">=</span> <span class="n">start_date</span>
         <span class="k">if</span> <span class="n">start_date</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">start_date</span><span class="p">,</span> <span class="n">datetime</span><span class="p">):</span>
             <span class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
-                <span class="s2">&quot;start_date for {} isn&#39;t datetime.datetime&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
+                <span class="s2">&quot;start_date for </span><span class="si">{}</span><span class="s2"> isn&#39;t datetime.datetime&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">end_date</span> <span class="o">=</span> <span class="n">end_date</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="n">TriggerRule</span><span class="o">.</span><span class="n">is_valid</span><span class="p">(</span><span class="n">trigger_rule</span><span class="p">):</span>
             <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
-                <span class="s2">&quot;The trigger_rule must be one of {all_triggers},&quot;</span>
-                <span class="s2">&quot;&#39;{d}.{t}&#39;; received &#39;{tr}&#39;.&quot;</span>
+                <span class="s2">&quot;The trigger_rule must be one of </span><span class="si">{all_triggers}</span><span class="s2">,&quot;</span>
+                <span class="s2">&quot;&#39;</span><span class="si">{d}</span><span class="s2">.</span><span class="si">{t}</span><span class="s2">&#39;; received &#39;</span><span class="si">{tr}</span><span class="s2">&#39;.&quot;</span>
                 <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">all_triggers</span><span class="o">=</span><span class="n">TriggerRule</span><span class="o">.</span><span class="n">all_triggers</span><span class="p">,</span>
-                        <span class="n">d</span><span class="o">=</span><span class="n">dag</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="n">t</span><span class="o">=</span><span class="n">task_id</span><span class="p">,</span> <span class="n">tr</span> <span class="o">=</span> <span class="n">trigger_rule</span><span class="p">))</span>
+                        <span class="n">d</span><span class="o">=</span><span class="n">dag</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="n">t</span><span class="o">=</span><span class="n">task_id</span><span class="p">,</span> <span class="n">tr</span><span class="o">=</span><span class="n">trigger_rule</span><span class="p">))</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">trigger_rule</span> <span class="o">=</span> <span class="n">trigger_rule</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">depends_on_past</span> <span class="o">=</span> <span class="n">depends_on_past</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">wait_for_downstream</span> <span class="o">=</span> <span class="n">wait_for_downstream</span>
         <span class="k">if</span> <span class="n">wait_for_downstream</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">depends_on_past</span> <span class="o">=</span> <span class="bp">True</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">depends_on_past</span> <span class="o">=</span> <span class="kc">True</span>
 
         <span class="k">if</span> <span class="n">schedule_interval</span><span class="p">:</span>
             <span class="n">logging</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
-                <span class="s2">&quot;schedule_interval is used for {}, though it has &quot;</span>
+                <span class="s2">&quot;schedule_interval is used for </span><span class="si">{}</span><span class="s2">, though it has &quot;</span>
                 <span class="s2">&quot;been deprecated as a task parameter, you need to &quot;</span>
                 <span class="s2">&quot;specify it as a DAG parameter instead&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_schedule_interval</span> <span class="o">=</span> <span class="n">schedule_interval</span>
@@ -2121,6 +2152,7 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">adhoc</span> <span class="o">=</span> <span class="n">adhoc</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">priority_weight</span> <span class="o">=</span> <span class="n">priority_weight</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">resources</span> <span class="o">=</span> <span class="n">Resources</span><span class="p">(</span><span class="o">**</span><span class="p">(</span><span class="n">resources</span> <span class="ow">or</span> <span class="p">{}))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">run_as_user</span> <span class="o">=</span> <span class="n">run_as_user</span>
 
         <span class="c1"># Private attributes</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_upstream_task_ids</span> <span class="o">=</span> <span class="p">[]</span>
@@ -2156,7 +2188,7 @@
     <span class="k">def</span> <span class="nf">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
         <span class="k">return</span> <span class="p">(</span>
             <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">==</span> <span class="nb">type</span><span class="p">(</span><span class="n">other</span><span class="p">)</span> <span class="ow">and</span>
-            <span class="nb">all</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__dict__</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="bp">None</span><span class="p">)</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">__dict__</span><span class="o">.</span><span class="n">get</span><span class [...]
+            <span class="nb">all</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">__dict__</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">__dict__</span><span class="o">.</span><span class="n">get</span><span class [...]
                 <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_comps</span><span class="p">))</span>
 
     <span class="k">def</span> <span class="nf">__ne__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
@@ -2168,7 +2200,7 @@
     <span class="k">def</span> <span class="nf">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="n">hash_components</span> <span class="o">=</span> <span class="p">[</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)]</span>
         <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_comps</span><span class="p">:</span>
-            <span class="n">val</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="bp">None</span><span class="p">)</span>
+            <span class="n">val</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
             <span class="k">try</span><span class="p">:</span>
                 <span class="nb">hash</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
                 <span class="n">hash_components</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
@@ -2235,9 +2267,9 @@
             <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dag</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
-                <span class="s1">&#39;Operator {} has not been assigned to a DAG yet&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
+                <span class="s1">&#39;Operator </span><span class="si">{}</span><span class="s1"> has not been assigned to a DAG yet&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
 
-    <span class="nd">@dag.setter</span>
+    <span class="nd">@dag</span><span class="o">.</span><span class="n">setter</span>
     <span class="k">def</span> <span class="nf">dag</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dag</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Operators can be assigned to one DAG, one time. Repeat assignments to</span>
@@ -2245,10 +2277,10 @@
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dag</span><span class="p">,</span> <span class="n">DAG</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="s1">&#39;Expected DAG; received {}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dag</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span><span class="p">))</span>
+                <span class="s1">&#39;Expected DAG; received </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dag</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span><span class="p">))</span>
         <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">has_dag</span><span class="p">()</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">dag</span><span class="p">:</span>
             <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
-                <span class="s2">&quot;The DAG assigned to {} can not be changed.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
+                <span class="s2">&quot;The DAG assigned to </span><span class="si">{}</span><span class="s2"> can not be changed.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
         <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_id</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">dag</span><span class="o">.</span><span class="n">task_dict</span><span class="p">:</span>
             <span class="n">dag</span><span class="o">.</span><span class="n">add_task</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
 
@@ -2258,7 +2290,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns True if the Operator has been assigned to a DAG.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;_dag&#39;</span><span class="p">,</span> <span class="bp">None</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span></div>
+        <span class="k">return</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;_dag&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span></div>
 
     <span class="nd">@property</span>
     <span class="k">def</span> <span class="nf">dag_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -2268,6 +2300,19 @@
             <span class="k">return</span> <span class="s1">&#39;adhoc_&#39;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">owner</span>
 
     <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">deps</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the list of dependencies for the operator. These differ from execution</span>
+<span class="sd">        context dependencies in that they are specific to tasks and can be</span>
+<span class="sd">        extended/overriden by subclasses.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="p">{</span>
+            <span class="n">NotInRetryPeriodDep</span><span class="p">(),</span>
+            <span class="n">PrevDagrunDep</span><span class="p">(),</span>
+            <span class="n">TriggerRuleDep</span><span class="p">(),</span>
+        <span class="p">}</span>
+
+    <span class="nd">@property</span>
     <span class="k">def</span> <span class="nf">schedule_interval</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        The schedule interval of the DAG always wins over individual tasks so</span>
@@ -2283,13 +2328,12 @@
     <span class="k">def</span> <span class="nf">priority_weight_total</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="nb">sum</span><span class="p">([</span>
             <span class="n">t</span><span class="o">.</span><span class="n">priority_weight</span>
-            <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+            <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
         <span class="p">])</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">priority_weight</span>
 
 <div class="viewcode-block" id="BaseOperator.pre_execute"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.pre_execute">[docs]</a>    <span class="k">def</span> <span class="nf">pre_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="sd">&quot;&quot;&quot;</span>
-<span class="sd">        This is triggered right before self.execute, it&#39;s mostly a hook</span>
-<span class="sd">        for people deriving operators.</span>
+<span class="sd">        This hook is triggered right before self.execute() is called.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">pass</span></div>
 
@@ -2302,20 +2346,21 @@
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="BaseOperator.post_execute"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.post_execute">[docs]</a>    <span class="k">def</span> <span class="nf">post_execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">):</span>
+<div class="viewcode-block" id="BaseOperator.post_execute"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.post_execute">[docs]</a>    <span class="k">def</span> <span class="nf">post_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">result</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        This is triggered right after self.execute, it&#39;s mostly a hook</span>
-<span class="sd">        for people deriving operators.</span>
+<span class="sd">        This hook is triggered right after self.execute() is called.</span>
+<span class="sd">        It is passed the execution context and any results returned by the</span>
+<span class="sd">        operator.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">pass</span></div>
 
 <div class="viewcode-block" id="BaseOperator.on_kill"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.on_kill">[docs]</a>    <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="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Override this method to cleanup subprocesses when a task instance</span>
 <span class="sd">        gets killed. Any use of the threading, subprocess or multiprocessing</span>
 <span class="sd">        module within an operator needs to be cleaned up or it will leave</span>
 <span class="sd">        ghost processes behind.</span>
-<span class="sd">        &#39;&#39;&#39;</span>
+<span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">pass</span></div>
 
     <span class="k">def</span> <span class="nf">__deepcopy__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">memo</span><span class="p">):</span>
@@ -2337,12 +2382,12 @@
         <span class="k">return</span> <span class="n">result</span>
 
 <div class="viewcode-block" id="BaseOperator.render_template_from_field"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.render_template_from_field">[docs]</a>    <span class="k">def</span> <span class="nf">render_template_from_field</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">attr</span><span class="p">,</span> <span class="n">content</span><span class="p">,</span> <span class="n">context</span><span class [...]
-        <span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Renders a template from a field. If the field is a string, it will</span>
 <span class="sd">        simply render the string and return the result. If it is a collection or</span>
 <span class="sd">        nested set of collections, it will traverse the structure and render</span>
 <span class="sd">        all strings in it.</span>
-<span class="sd">        &#39;&#39;&#39;</span>
+<span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">rt</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">render_template</span>
         <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">content</span><span class="p">,</span> <span class="n">six</span><span class="o">.</span><span class="n">string_types</span><span class="p">):</span>
             <span class="n">result</span> <span class="o">=</span> <span class="n">jinja_env</span><span class="o">.</span><span class="n">from_string</span><span class="p">(</span><span class="n">content</span><span class="p">)</span><span class="o">.</span><span class="n">render</span><span class="p">(</span><span class="o">**</span><span class="n">context</span><span class="p">)</span>
@@ -2350,21 +2395,21 @@
             <span class="n">result</span> <span class="o">=</span> <span class="p">[</span><span class="n">rt</span><span class="p">(</span><span class="n">attr</span><span class="p">,</span> <span class="n">e</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">content</span><span class="p">]</span>
         <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">content</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
             <span class="n">result</span> <span class="o">=</span> <span class="p">{</span>
-                <span class="n">k</span><span class="p">:</span> <span class="n">rt</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">attr</span><span class="p">,</span> <span class="n">k</span><span class="p">),</span> <span class="n">v</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span>
+                <span class="n">k</span><span class="p">:</span> <span class="n">rt</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2">[</span><span class="si">{}</span><span class="s2">]&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">attr</span><span class="p">,</span> <span class="n">k</span><span class="p">),</span> <span class="n">v</span><span class="p">,</span> <span class= [...]
                 <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">content</span><span class="o">.</span><span class="n">items</span><span class="p">())}</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">param_type</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">content</span><span class="p">)</span>
             <span class="n">msg</span> <span class="o">=</span> <span class="p">(</span>
-                <span class="s2">&quot;Type &#39;{param_type}&#39; used for parameter &#39;{attr}&#39; is &quot;</span>
+                <span class="s2">&quot;Type &#39;</span><span class="si">{param_type}</span><span class="s2">&#39; used for parameter &#39;</span><span class="si">{attr}</span><span class="s2">&#39; is &quot;</span>
                 <span class="s2">&quot;not supported for templating&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
             <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">result</span></div>
 
 <div class="viewcode-block" id="BaseOperator.render_template"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.render_template">[docs]</a>    <span class="k">def</span> <span class="nf">render_template</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">attr</span><span class="p">,</span> <span class="n">content</span><span class="p">,</span> <span class="n">context</span><span class="p">):</span>
-        <span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Renders a template either from a file or directly in a field, and returns</span>
 <span class="sd">        the rendered result.</span>
-<span class="sd">        &#39;&#39;&#39;</span>
+<span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">jinja_env</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">get_template_env</span><span class="p">()</span> \
             <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;dag&#39;</span><span class="p">)</span> \
             <span class="k">else</span> <span class="n">jinja2</span><span class="o">.</span><span class="n">Environment</span><span class="p">(</span><span class="n">cache_size</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
@@ -2378,20 +2423,21 @@
             <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">render_template_from_field</span><span class="p">(</span><span class="n">attr</span><span class="p">,</span> <span class="n">content</span><span class="p">,</span> <span class="n">context</span><span class="p">,</span> <span class="n">jinja_env</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="BaseOperator.prepare_template"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.prepare_template">[docs]</a>    <span class="k">def</span> <span class="nf">prepare_template</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Hook that is triggered after the templated fields get replaced</span>
 <span class="sd">        by their content. If you need your operator to alter the</span>
 <span class="sd">        content of the file before the template is rendered,</span>
 <span class="sd">        it should override this method to do so.</span>
-<span class="sd">        &#39;&#39;&#39;</span>
+<span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">pass</span></div>
 
     <span class="k">def</span> <span class="nf">resolve_template_files</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="c1"># Getting the content of files for template_field / template_ext</span>
         <span class="k">for</span> <span class="n">attr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">template_fields</span><span class="p">:</span>
             <span class="n">content</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">attr</span><span class="p">)</span>
-            <span class="k">if</span> <span class="p">(</span><span class="n">content</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">content</span><span class="p">,</span> <span class="n">six</span><span class="o">.</span><span class="n">string_types</span><span class="p">)</span> <span class="ow">and</span>
-                    <span class="nb">any</span><span class="p">([</span><span class="n">content</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="n">ext</span><span class="p">)</span> <span class="k">for</span> <span class="n">ext</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">template_ext</span><span class="p">])):</span>
+            <span class="k">if</span> <span class="n">content</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> \
+                    <span class="nb">isinstance</span><span class="p">(</span><span class="n">content</span><span class="p">,</span> <span class="n">six</span><span class="o">.</span><span class="n">string_types</span><span class="p">)</span> <span class="ow">and</span> \
+                    <span class="nb">any</span><span class="p">([</span><span class="n">content</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="n">ext</span><span class="p">)</span> <span class="k">for</span> <span class="n">ext</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">template_ext</span><span class="p">]):</span>
                 <span class="n">env</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">get_template_env</span><span class="p">()</span>
                 <span class="k">try</span><span class="p">:</span>
                     <span class="nb">setattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">attr</span><span class="p">,</span> <span class="n">env</span><span class="o">.</span><span class="n">loader</span><span class="o">.</span><span class="n">get_source</span><span class="p">(</span><span class="n">env</span><span class="p">,</span> <span class="n">content</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
@@ -2418,8 +2464,8 @@
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_downstream_task_ids</span>
 
 <div class="viewcode-block" id="BaseOperator.clear"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.clear">[docs]</a>    <span class="k">def</span> <span class="nf">clear</span><span class="p">(</span>
-            <span class="bp">self</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">upstream</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">downstream</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+            <span class="bp">self</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">upstream</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">downstream</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Clears the state of task instances associated with the task, following</span>
 <span class="sd">        the parameters specified.</span>
@@ -2438,22 +2484,23 @@
 
         <span class="k">if</span> <span class="n">upstream</span><span class="p">:</span>
             <span class="n">tasks</span> <span class="o">+=</span> <span class="p">[</span>
-                <span class="n">t</span><span class="o">.</span><span class="n">task_id</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="bp">True</span><span class="p">)]</span>
+                <span class="n">t</span><span class="o">.</span><span class="n">task_id</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="kc">True</span><span class="p">)]</span>
 
         <span class="k">if</span> <span class="n">downstream</span><span class="p">:</span>
             <span class="n">tasks</span> <span class="o">+=</span> <span class="p">[</span>
-                <span class="n">t</span><span class="o">.</span><span class="n">task_id</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="bp">False</span><span class="p">)]</span>
+                <span class="n">t</span><span class="o">.</span><span class="n">task_id</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="kc">False</span><span class="p">)]</span>
 
         <span class="n">qry</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">TI</span><span class="o">.</span><span class="n">task_id</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">tasks</span><span class="p">))</span>
 
         <span class="n">count</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
+
         <span class="n">clear_task_instances</span><span class="p">(</span><span class="n">qry</span><span class="p">,</span> <span class="n">session</span><span class="p">)</span>
 
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
         <span class="n">session</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
         <span class="k">return</span> <span class="n">count</span></div>
 
-<div class="viewcode-block" id="BaseOperator.get_task_instances"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.get_task_instances">[docs]</a>    <span class="k">def</span> <span class="nf">get_task_instances</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span c [...]
+<div class="viewcode-block" id="BaseOperator.get_task_instances"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.get_task_instances">[docs]</a>    <span class="k">def</span> <span class="nf">get_task_instances</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span c [...]
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Get a set of task instance related to this task for a specific date</span>
 <span class="sd">        range.</span>
@@ -2467,7 +2514,7 @@
             <span class="n">TI</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">&lt;=</span> <span class="n">end_date</span><span class="p">,</span>
         <span class="p">)</span><span class="o">.</span><span class="n">order_by</span><span class="p">(</span><span class="n">TI</span><span class="o">.</span><span class="n">execution_date</span><span class="p">)</span><span class="o">.</span><span class="n">all</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="BaseOperator.get_flat_relatives"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.get_flat_relatives">[docs]</a>    <span class="k">def</span> <span class="nf">get_flat_relatives</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">upstream</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="bp [...]
+<div class="viewcode-block" id="BaseOperator.get_flat_relatives"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.get_flat_relatives">[docs]</a>    <span class="k">def</span> <span class="nf">get_flat_relatives</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">upstream</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">l</span><span class="o">=</span><span class="kc [...]
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Get a flat list of relatives, either upstream or downstream.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -2479,7 +2526,7 @@
                 <span class="n">t</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="p">,</span> <span class="n">l</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">l</span></div>
 
-<div class="viewcode-block" id="BaseOperator.detect_downstream_cycle"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.detect_downstream_cycle">[docs]</a>    <span class="k">def</span> <span class="nf">detect_downstream_cycle</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="BaseOperator.detect_downstream_cycle"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.detect_downstream_cycle">[docs]</a>    <span class="k">def</span> <span class="nf">detect_downstream_cycle</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        When invoked, this routine will raise an exception if a cycle is</span>
 <span class="sd">        detected downstream from self. It is invoked when tasks are added to</span>
@@ -2489,20 +2536,19 @@
             <span class="n">task</span> <span class="o">=</span> <span class="bp">self</span>
         <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_direct_relatives</span><span class="p">():</span>
             <span class="k">if</span> <span class="n">task</span> <span class="ow">is</span> <span class="n">t</span><span class="p">:</span>
-                <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Cycle detected in DAG. Faulty task: {0}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">task</span><span class="p">)</span>
+                <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Cycle detected in DAG. Faulty task: </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">task</span><span class="p">)</span>
                 <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
             <span class="k">else</span><span class="p">:</span>
                 <span class="n">t</span><span class="o">.</span><span class="n">detect_downstream_cycle</span><span class="p">(</span><span class="n">task</span><span class="o">=</span><span class="n">task</span><span class="p">)</span>
-        <span class="k">return</span> <span class="bp">False</span></div>
+        <span class="k">return</span> <span class="kc">False</span></div>
 
 <div class="viewcode-block" id="BaseOperator.run"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span>
             <span class="bp">self</span><span class="p">,</span>
-            <span class="n">start_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">end_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">ignore_dependencies</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">ignore_first_depends_on_past</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">force</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">mark_success</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+            <span class="n">start_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">end_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">ignore_first_depends_on_past</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_ti_state</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">mark_success</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Run a set of task instances for a date range.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -2512,20 +2558,19 @@
         <span class="k">for</span> <span class="n">dt</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">date_range</span><span class="p">(</span><span class="n">start_date</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="n">end_date</span><span class="p">):</span>
             <span class="n">TaskInstance</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dt</span><span class="p">)</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
                 <span class="n">mark_success</span><span class="o">=</span><span class="n">mark_success</span><span class="p">,</span>
-                <span class="n">ignore_dependencies</span><span class="o">=</span><span class="n">ignore_dependencies</span><span class="p">,</span>
                 <span class="n">ignore_depends_on_past</span><span class="o">=</span><span class="p">(</span>
                     <span class="n">dt</span> <span class="o">==</span> <span class="n">start_date</span> <span class="ow">and</span> <span class="n">ignore_first_depends_on_past</span><span class="p">),</span>
-                <span class="n">force</span><span class="o">=</span><span class="n">force</span><span class="p">,)</span></div>
+                <span class="n">ignore_ti_state</span><span class="o">=</span><span class="n">ignore_ti_state</span><span class="p">)</span></div>
 
     <span class="k">def</span> <span class="nf">dry_run</span><span class="p">(</span><span class="bp">self</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;Dry run&#39;</span><span class="p">)</span>
         <span class="k">for</span> <span class="n">attr</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">template_fields</span><span class="p">:</span>
             <span class="n">content</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">attr</span><span class="p">)</span>
             <span class="k">if</span> <span class="n">content</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">content</span><span class="p">,</span> <span class="n">six</span><span class="o">.</span><span class="n">string_types</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;Rendering template for {0}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">attr</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;Rendering template for </span><span class="si">{0}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">attr</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="n">content</span><span class="p">)</span>
 
-<div class="viewcode-block" id="BaseOperator.get_direct_relatives"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.get_direct_relatives">[docs]</a>    <span class="k">def</span> <span class="nf">get_direct_relatives</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">upstream</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+<div class="viewcode-block" id="BaseOperator.get_direct_relatives"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.get_direct_relatives">[docs]</a>    <span class="k">def</span> <span class="nf">get_direct_relatives</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">upstream</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Get the direct relatives to the current task, upstream or</span>
 <span class="sd">        downstream.</span>
@@ -2536,7 +2581,7 @@
             <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">downstream_list</span></div>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="s2">&quot;&lt;Task({self.__class__.__name__}): {self.task_id}&gt;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+        <span class="k">return</span> <span class="s2">&quot;&lt;Task(</span><span class="si">{self.__class__.__name__}</span><span class="s2">): </span><span class="si">{self.task_id}</span><span class="s2">&gt;&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="bp">self</span><span class="p">)</span>
 
     <span class="nd">@property</span>
@@ -2546,12 +2591,12 @@
     <span class="k">def</span> <span class="nf">append_only_new</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">l</span><span class="p">,</span> <span class="n">item</span><span class="p">):</span>
         <span class="k">if</span> <span class="nb">any</span><span class="p">([</span><span class="n">item</span> <span class="ow">is</span> <span class="n">t</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">l</span><span class="p">]):</span>
             <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
-                <span class="s1">&#39;Dependency {self}, {item} already registered&#39;</span>
+                <span class="s1">&#39;Dependency </span><span class="si">{self}</span><span class="s1">, </span><span class="si">{item}</span><span class="s1"> already registered&#39;</span>
                 <span class="s1">&#39;&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">l</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
 
-    <span class="k">def</span> <span class="nf">_set_relatives</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task_or_task_list</span><span class="p">,</span> <span class="n">upstream</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">_set_relatives</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task_or_task_list</span><span class="p">,</span> <span class="n">upstream</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
         <span class="k">try</span><span class="p">:</span>
             <span class="n">task_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">task_or_task_list</span><span class="p">)</span>
         <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
@@ -2561,7 +2606,7 @@
             <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">BaseOperator</span><span class="p">):</span>
                 <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
                     <span class="s2">&quot;Relationships can only be set between &quot;</span>
-                    <span class="s2">&quot;Operators; received {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span><span class="p">))</span>
+                    <span class="s2">&quot;Operators; received </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">t</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span><span class="p">))</span>
 
         <span class="c1"># relationships can only be set if the tasks share a single DAG. Tasks</span>
         <span class="c1"># without a DAG are assigned to that DAG.</span>
@@ -2570,14 +2615,14 @@
         <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">dags</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
             <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
                 <span class="s1">&#39;Tried to set relationships between tasks in &#39;</span>
-                <span class="s1">&#39;more than one DAG: {}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dags</span><span class="p">))</span>
+                <span class="s1">&#39;more than one DAG: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dags</span><span class="p">))</span>
         <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">dags</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
             <span class="n">dag</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">dags</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
                 <span class="s2">&quot;Tried to create relationships between tasks that don&#39;t have &quot;</span>
                 <span class="s2">&quot;DAGs yet. Set the DAG for at least one &quot;</span>
-                <span class="s2">&quot;task  and try again: {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">([</span><span class="bp">self</span><span class="p">]</span> <span class="o">+</span> <span class="n">task_list</span><span class="p">))</span>
+                <span class="s2">&quot;task  and try again: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">([</span><span class="bp">self</span><span class="p">]</span> <span class="o">+</span> <span class="n">task_list</span><span class="p">))</span>
 
         <span class="k">if</span> <span class="n">dag</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">has_dag</span><span class="p">():</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">dag</span> <span class="o">=</span> <span class="n">dag</span>
@@ -2599,21 +2644,21 @@
 <span class="sd">        Set a task, or a task task to be directly downstream from the current</span>
 <span class="sd">        task.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_set_relatives</span><span class="p">(</span><span class="n">task_or_task_list</span><span class="p">,</span> <span class="n">upstream</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span></div>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_set_relatives</span><span class="p">(</span><span class="n">task_or_task_list</span><span class="p">,</span> <span class="n">upstream</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="BaseOperator.set_upstream"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.set_upstream">[docs]</a>    <span class="k">def</span> <span class="nf">set_upstream</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task_or_task_list</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Set a task, or a task task to be directly upstream from the current</span>
 <span class="sd">        task.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_set_relatives</span><span class="p">(</span><span class="n">task_or_task_list</span><span class="p">,</span> <span class="n">upstream</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span></div>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_set_relatives</span><span class="p">(</span><span class="n">task_or_task_list</span><span class="p">,</span> <span class="n">upstream</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="BaseOperator.xcom_push"><a class="viewcode-back" href="../../code.html#airflow.models.BaseOperator.xcom_push">[docs]</a>    <span class="k">def</span> <span class="nf">xcom_push</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">key</span><span class="p">,</span>
             <span class="n">value</span><span class="p">,</span>
-            <span class="n">execution_date</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="n">execution_date</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        See TaskInstance.xcom_push()</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -2626,9 +2671,9 @@
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">context</span><span class="p">,</span>
             <span class="n">task_ids</span><span class="p">,</span>
-            <span class="n">dag_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">dag_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="n">key</span><span class="o">=</span><span class="n">XCOM_RETURN_KEY</span><span class="p">,</span>
-            <span class="n">include_prior_dates</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="n">include_prior_dates</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        See TaskInstance.xcom_pull()</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -2645,15 +2690,16 @@
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    These items are stored in the database for state related information</span>
 <span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="c1"># A DAG can be paused from the UI / DB</span>
     <span class="c1"># Set this default value of is_paused based on a configuration value!</span>
-    <span class="n">is_paused_at_creation</span> <span class="o">=</span> <span class="n">configuration</span><span class="o">.</span><span class="n">getboolean</span><span class="p">(</span><span class="s1">&#39;core&#39;</span><span class="p">,</span> <span class="s1">&#39;dags_are_paused_at_creation&#39;</span><span class="p">)</span>
+    <span class="n">is_paused_at_creation</span> <span class="o">=</span> <span class="n">configuration</span><span class="o">.</span><span class="n">getboolean</span><span class="p">(</span><span class="s1">&#39;core&#39;</span><span class="p">,</span>
+                                                     <span class="s1">&#39;dags_are_paused_at_creation&#39;</span><span class="p">)</span>
     <span class="n">is_paused</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">is_paused_at_creation</span><span class="p">)</span>
     <span class="c1"># Whether the DAG is a subdag</span>
-    <span class="n">is_subdag</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+    <span class="n">is_subdag</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
     <span class="c1"># Whether that DAG was seen on the last DagBag load</span>
-    <span class="n">is_active</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+    <span class="n">is_active</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
     <span class="c1"># Last time the scheduler started</span>
     <span class="n">last_scheduler_run</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
     <span class="c1"># Last time this DAG was pickled</span>
@@ -2671,7 +2717,7 @@
     <span class="n">owners</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">2000</span><span class="p">))</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="s2">&quot;&lt;DAG: {self.dag_id}&gt;&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="bp">self</span><span class="p">)</span>
+        <span class="k">return</span> <span class="s2">&quot;&lt;DAG: </span><span class="si">{self.dag_id}</span><span class="s2">&gt;&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="bp">self</span><span class="p">)</span>
 
     <span class="nd">@classmethod</span>
     <span class="k">def</span> <span class="nf">get_current</span><span class="p">(</span><span class="n">cls</span><span class="p">,</span> <span class="n">dag_id</span><span class="p">):</span>
@@ -2683,7 +2729,7 @@
         <span class="k">return</span> <span class="n">obj</span>
 
 
-<span class="nd">@functools.total_ordering</span>
+<span class="nd">@functools</span><span class="o">.</span><span class="n">total_ordering</span>
 <div class="viewcode-block" id="DAG"><a class="viewcode-back" href="../../code.html#airflow.models.DAG">[docs]</a><span class="k">class</span> <span class="nc">DAG</span><span class="p">(</span><span class="n">BaseDag</span><span class="p">,</span> <span class="n">LoggingMixin</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    A dag (directed acyclic graph) is a collection of tasks with directional</span>
@@ -2698,6 +2744,8 @@
 
 <span class="sd">    :param dag_id: The id of the DAG</span>
 <span class="sd">    :type dag_id: string</span>
+<span class="sd">    :param description: The description for the DAG to e.g. be shown on the webserver</span>
+<span class="sd">    :type description: string</span>
 <span class="sd">    :param schedule_interval: Defines how often that DAG runs, this</span>
 <span class="sd">        timedelta object gets added to your latest task instance&#39;s</span>
 <span class="sd">        execution_date to figure out the next schedule</span>
@@ -2745,22 +2793,29 @@
 <span class="sd">    :param sla_miss_callback: specify a function to call when reporting SLA</span>
 <span class="sd">        timeouts.</span>
 <span class="sd">    :type sla_miss_callback: types.FunctionType</span>
+<span class="sd">    :param orientation: Specify DAG orientation in graph view (LR, TB, RL, BT)</span>
+<span class="sd">    :type orientation: string</span>
+<span class="sd">    :param catchup: Perform scheduler catchup (or only run latest)? Defaults to True</span>
+<span class="sd">    &quot;type catchup: bool&quot;</span>
 <span class="sd">    &quot;&quot;&quot;</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">dag_id</span><span class="p">,</span>
+            <span class="n">description</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span>
             <span class="n">schedule_interval</span><span class="o">=</span><span class="n">timedelta</span><span class="p">(</span><span class="n">days</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span>
-            <span class="n">start_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">full_filepath</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">template_searchpath</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">user_defined_macros</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">default_args</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">start_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">full_filepath</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">template_searchpath</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">user_defined_macros</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">default_args</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="n">concurrency</span><span class="o">=</span><span class="n">configuration</span><span class="o">.</span><span class="n">getint</span><span class="p">(</span><span class="s1">&#39;core&#39;</span><span class="p">,</span> <span class="s1">&#39;dag_concurrency&#39;</span><span class="p">),</span>
             <span class="n">max_active_runs</span><span class="o">=</span><span class="n">configuration</span><span class="o">.</span><span class="n">getint</span><span class="p">(</span>
                 <span class="s1">&#39;core&#39;</span><span class="p">,</span> <span class="s1">&#39;max_active_runs_per_dag&#39;</span><span class="p">),</span>
-            <span class="n">dagrun_timeout</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">sla_miss_callback</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">params</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="n">dagrun_timeout</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">sla_miss_callback</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">orientation</span><span class="o">=</span><span class="n">configuration</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;webserver&#39;</span><span class="p">,</span> <span class="s1">&#39;dag_orientation&#39;</span><span class="p">),</span>
+            <span class="n">catchup</span><span class="o">=</span><span class="n">configuration</span><span class="o">.</span><span class="n">getboolean</span><span class="p">(</span><span class="s1">&#39;scheduler&#39;</span><span class="p">,</span> <span class="s1">&#39;catchup_by_default&#39;</span><span class="p">),</span>
+            <span class="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">user_defined_macros</span> <span class="o">=</span> <span class="n">user_defined_macros</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">default_args</span> <span class="o">=</span> <span class="n">default_args</span> <span class="ow">or</span> <span class="p">{}</span>
@@ -2777,8 +2832,11 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">_dag_id</span> <span class="o">=</span> <span class="n">dag_id</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_full_filepath</span> <span class="o">=</span> <span class="n">full_filepath</span> <span class="k">if</span> <span class="n">full_filepath</span> <span class="k">else</span> <span class="s1">&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_concurrency</span> <span class="o">=</span> <span class="n">concurrency</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_pickle_id</span> <span class="o">=</span> <span class="bp">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_pickle_id</span> <span class="o">=</span> <span class="kc">None</span>
 
+        <span class="bp">self</span><span class="o">.</span><span class="n">_description</span> <span class="o">=</span> <span class="n">description</span>
+        <span class="c1"># set file location to caller source path</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">fileloc</span> <span class="o">=</span> <span class="n">inspect</span><span class="o">.</span><span class="n">getsourcefile</span><span class="p">(</span><span class="n">inspect</span><span class="o">.</span><span class="n">stack</span><span class="p">()[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">task_dict</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">start_date</span> <span class="o">=</span> <span class="n">start_date</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">end_date</span> <span class="o">=</span> <span class="n">end_date</span>
@@ -2786,18 +2844,20 @@
         <span class="k">if</span> <span class="n">schedule_interval</span> <span class="ow">in</span> <span class="n">cron_presets</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">_schedule_interval</span> <span class="o">=</span> <span class="n">cron_presets</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">schedule_interval</span><span class="p">)</span>
         <span class="k">elif</span> <span class="n">schedule_interval</span> <span class="o">==</span> <span class="s1">&#39;@once&#39;</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">_schedule_interval</span> <span class="o">=</span> <span class="bp">None</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_schedule_interval</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">_schedule_interval</span> <span class="o">=</span> <span class="n">schedule_interval</span>
         <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">template_searchpath</span><span class="p">,</span> <span class="n">six</span><span class="o">.</span><span class="n">string_types</span><span class="p">):</span>
             <span class="n">template_searchpath</span> <span class="o">=</span> <span class="p">[</span><span class="n">template_searchpath</span><span class="p">]</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">template_searchpath</span> <span class="o">=</span> <span class="n">template_searchpath</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">parent_dag</span> <span class="o">=</span> <span class="bp">None</span>  <span class="c1"># Gets set when DAGs are loaded</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">parent_dag</span> <span class="o">=</span> <span class="kc">None</span>  <span class="c1"># Gets set when DAGs are loaded</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">last_loaded</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">safe_dag_id</span> <span class="o">=</span> <span class="n">dag_id</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="s1">&#39;__dot__&#39;</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">max_active_runs</span> <span class="o">=</span> <span class="n">max_active_runs</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">dagrun_timeout</span> <span class="o">=</span> <span class="n">dagrun_timeout</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">sla_miss_callback</span> <span class="o">=</span> <span class="n">sla_miss_callback</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">orientation</span> <span class="o">=</span> <span class="n">orientation</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">catchup</span> <span class="o">=</span> <span class="n">catchup</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">_comps</span> <span class="o">=</span> <span class="p">{</span>
             <span class="s1">&#39;dag_id&#39;</span><span class="p">,</span>
@@ -2811,14 +2871,14 @@
         <span class="p">}</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="s2">&quot;&lt;DAG: {self.dag_id}&gt;&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="bp">self</span><span class="p">)</span>
+        <span class="k">return</span> <span class="s2">&quot;&lt;DAG: </span><span class="si">{self.dag_id}</span><span class="s2">&gt;&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="bp">self</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
         <span class="k">return</span> <span class="p">(</span>
             <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">==</span> <span class="nb">type</span><span class="p">(</span><span class="n">other</span><span class="p">)</span> <span class="ow">and</span>
             <span class="c1"># Use getattr() instead of __dict__ as __dict__ doesn&#39;t return</span>
             <span class="c1"># correct values for properties.</span>
-            <span class="nb">all</span><span class="p">(</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="bp">None</span><span class="p">)</span> <span class="o">==</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="bp">None</span><span cl [...]
+            <span class="nb">all</span><span class="p">(</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="o">==</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="kc">None</span><span cl [...]
                 <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_comps</span><span class="p">))</span>
 
     <span class="k">def</span> <span class="nf">__ne__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
@@ -2834,7 +2894,7 @@
             <span class="k">if</span> <span class="n">c</span> <span class="o">==</span> <span class="s1">&#39;task_ids&#39;</span><span class="p">:</span>
                 <span class="n">val</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">task_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
             <span class="k">else</span><span class="p">:</span>
-                <span class="n">val</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="bp">None</span><span class="p">)</span>
+                <span class="n">val</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">c</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
             <span class="k">try</span><span class="p">:</span>
                 <span class="nb">hash</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
                 <span class="n">hash_components</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
@@ -2856,9 +2916,9 @@
 
     <span class="c1"># /Context Manager ----------------------------------------------</span>
 
-    <span class="k">def</span> <span class="nf">date_range</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">start_date</span><span class="p">,</span> <span class="n">num</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()):</span>
+    <span class="k">def</span> <span class="nf">date_range</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">start_date</span><span class="p">,</span> <span class="n">num</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()):</span>
         <span class="k">if</span> <span class="n">num</span><span class="p">:</span>
-            <span class="n">end_date</span> <span class="o">=</span> <span class="bp">None</span>
+            <span class="n">end_date</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="k">return</span> <span class="n">utils_date_range</span><span class="p">(</span>
             <span class="n">start_date</span><span class="o">=</span><span class="n">start_date</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="n">end_date</span><span class="p">,</span>
             <span class="n">num</span><span class="o">=</span><span class="n">num</span><span class="p">,</span> <span class="n">delta</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_schedule_interval</span><span class="p">)</span>
@@ -2892,11 +2952,31 @@
 
         <span class="k">return</span> <span class="n">dttm</span></div>
 
+    <span class="nd">@provide_session</span>
+<div class="viewcode-block" id="DAG.get_last_dagrun"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.get_last_dagrun">[docs]</a>    <span class="k">def</span> <span class="nf">get_last_dagrun</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">include_externally_triggered</span><span class="o">=</span><span class="kc"> [...]
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the last dag run for this dag, None if there was none.</span>
+<span class="sd">        Last dag run can be any type of run eg. scheduled or backfilled.</span>
+<span class="sd">        Overriden DagRuns are ignored</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">DR</span> <span class="o">=</span> <span class="n">DagRun</span>
+        <span class="n">qry</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DR</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
+            <span class="n">DR</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
+        <span class="p">)</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">include_externally_triggered</span><span class="p">:</span>
+            <span class="n">qry</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DR</span><span class="o">.</span><span class="n">external_trigger</span><span class="o">.</span><span class="n">__eq__</span><span class="p">(</span><span class="kc">False</span><span class="p">))</span>
+
+        <span class="n">qry</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">order_by</span><span class="p">(</span><span class="n">DR</span><span class="o">.</span><span class="n">execution_date</span><span class="o">.</span><span class="n">desc</span><span class="p">())</span>
+
+        <span class="n">last</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
+
+        <span class="k">return</span> <span class="n">last</span></div>
+
     <span class="nd">@property</span>
     <span class="k">def</span> <span class="nf">dag_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dag_id</span>
 
-    <span class="nd">@dag_id.setter</span>
+    <span class="nd">@dag_id</span><span class="o">.</span><span class="n">setter</span>
     <span class="k">def</span> <span class="nf">dag_id</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_dag_id</span> <span class="o">=</span> <span class="n">value</span>
 
@@ -2904,7 +2984,7 @@
     <span class="k">def</span> <span class="nf">full_filepath</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_full_filepath</span>
 
-    <span class="nd">@full_filepath.setter</span>
+    <span class="nd">@full_filepath</span><span class="o">.</span><span class="n">setter</span>
     <span class="k">def</span> <span class="nf">full_filepath</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_full_filepath</span> <span class="o">=</span> <span class="n">value</span>
 
@@ -2912,15 +2992,19 @@
     <span class="k">def</span> <span class="nf">concurrency</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_concurrency</span>
 
-    <span class="nd">@concurrency.setter</span>
+    <span class="nd">@concurrency</span><span class="o">.</span><span class="n">setter</span>
     <span class="k">def</span> <span class="nf">concurrency</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_concurrency</span> <span class="o">=</span> <span class="n">value</span>
 
     <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">description</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_description</span>
+
+    <span class="nd">@property</span>
     <span class="k">def</span> <span class="nf">pickle_id</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_pickle_id</span>
 
-    <span class="nd">@pickle_id.setter</span>
+    <span class="nd">@pickle_id</span><span class="o">.</span><span class="n">setter</span>
     <span class="k">def</span> <span class="nf">pickle_id</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_pickle_id</span> <span class="o">=</span> <span class="n">value</span>
 
@@ -2928,7 +3012,7 @@
     <span class="k">def</span> <span class="nf">tasks</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">task_dict</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
 
-    <span class="nd">@tasks.setter</span>
+    <span class="nd">@tasks</span><span class="o">.</span><span class="n">setter</span>
     <span class="k">def</span> <span class="nf">tasks</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">val</span><span class="p">):</span>
         <span class="k">raise</span> <span class="ne">AttributeError</span><span class="p">(</span>
             <span class="s1">&#39;DAG.tasks can not be modified. Use dag.add_task() instead.&#39;</span><span class="p">)</span>
@@ -2950,7 +3034,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        File location of where the dag object is instantiated</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">fn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">full_filepath</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">DAGS_FOLDER</span> <span class="o">+</span> <span class="s1">&#39;/&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
+        <span class="n">fn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">full_filepath</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">settings</span><span class="o">.</span><span class="n">DAGS_FOLDER</span> <span class="o">+</span> <span class="s1">&#39;/&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
         <span class="n">fn</span> <span class="o">=</span> <span class="n">fn</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="n">__file__</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;/&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span>< [...]
         <span class="k">return</span> <span class="n">fn</span>
 
@@ -2967,7 +3051,7 @@
 
     <span class="nd">@property</span>
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">concurrency_reached</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">concurrency_reached</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns a boolean indicating whether the concurrency limit for this DAG</span>
 <span class="sd">        has been reached</span>
@@ -2982,7 +3066,7 @@
 
     <span class="nd">@property</span>
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">is_paused</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">is_paused</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns a boolean indicating whether this DAG is paused</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -2990,16 +3074,47 @@
             <span class="n">DagModel</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">qry</span><span class="o">.</span><span class="n">value</span><span class="p">(</span><span class="s1">&#39;is_paused&#39;</span><span class="p">)</span>
 
+    <span class="nd">@provide_session</span>
+<div class="viewcode-block" id="DAG.get_active_runs"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.get_active_runs">[docs]</a>    <span class="k">def</span> <span class="nf">get_active_runs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns a list of &quot;running&quot; tasks</span>
+<span class="sd">        :param session:</span>
+<span class="sd">        :return: List of execution dates</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">runs</span> <span class="o">=</span> <span class="n">DagRun</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="n">dag_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">)</span>
+
+        <span class="n">active_dates</span> <span class="o">=</span> <span class="p">[]</span>
+        <span class="k">for</span> <span class="n">run</span> <span class="ow">in</span> <span class="n">runs</span><span class="p">:</span>
+            <span class="n">active_dates</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">run</span><span class="o">.</span><span class="n">execution_date</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">active_dates</span></div>
+
+    <span class="nd">@provide_session</span>
+<div class="viewcode-block" id="DAG.get_dagrun"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.get_dagrun">[docs]</a>    <span class="k">def</span> <span class="nf">get_dagrun</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">execution_date</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the dag run for a given execution date if it exists, otherwise</span>
+<span class="sd">        none.</span>
+<span class="sd">        :param execution_date: The execution date of the DagRun to find.</span>
+<span class="sd">        :param session:</span>
+<span class="sd">        :return: The DagRun if found, otherwise None.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">dagrun</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagRun</span><span class="p">)</span>
+            <span class="o">.</span><span class="n">filter</span><span class="p">(</span>
+                <span class="n">DagRun</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
+                <span class="n">DagRun</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">==</span> <span class="n">execution_date</span><span class="p">)</span>
+            <span class="o">.</span><span class="n">first</span><span class="p">())</span>
+
+        <span class="k">return</span> <span class="n">dagrun</span></div>
+
     <span class="nd">@property</span>
     <span class="k">def</span> <span class="nf">latest_execution_date</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Returns the latest date for which at least one task instance exists</span>
+<span class="sd">        Returns the latest date for which at least one dag run exists</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">TI</span> <span class="o">=</span> <span class="n">TaskInstance</span>
         <span class="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
-        <span class="n">execution_date</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">func</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">TI</span><span class="o">.</span><span class="n">execution_date</span><span class="p">))</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
-            <span class="n">TI</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
-            <span class="n">TI</span><span class="o">.</span><span class="n">task_id</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">task_ids</span><span class="p">)</span>
+        <span class="n">execution_date</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">func</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">DagRun</span><span class="o">.</span><span class="n">execution_date</span><span class="p">))</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
+            <span class="n">DagRun</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span>
         <span class="p">)</span><span class="o">.</span><span class="n">scalar</span><span class="p">()</span>
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
         <span class="n">session</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
@@ -3021,15 +3136,6 @@
                 <span class="n">l</span> <span class="o">+=</span> <span class="n">task</span><span class="o">.</span><span class="n">subdag</span><span class="o">.</span><span class="n">subdags</span>
         <span class="k">return</span> <span class="n">l</span>
 
-    <span class="nd">@property</span>
-    <span class="k">def</span> <span class="nf">reached_max_runs</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="n">active_runs</span> <span class="o">=</span> <span class="n">DagRun</span><span class="o">.</span><span class="n">find</span><span class="p">(</span>
-            <span class="n">dag_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
-            <span class="n">state</span><span class="o">=</span><span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">,</span>
-            <span class="n">external_trigger</span><span class="o">=</span><span class="bp">False</span>
-        <span class="p">)</span>
-        <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="n">active_runs</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_active_runs</span>
-
     <span class="k">def</span> <span class="nf">resolve_template_files</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">tasks</span><span class="p">:</span>
             <span class="n">t</span><span class="o">.</span><span class="n">resolve_template_files</span><span class="p">()</span>
@@ -3043,10 +3149,10 @@
         <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span><span class="s2">&quot;&quot;</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="DAG.get_template_env"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.get_template_env">[docs]</a>    <span class="k">def</span> <span class="nf">get_template_env</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns a jinja2 Environment while taking into account the DAGs</span>
 <span class="sd">        template_searchpath and user_defined_macros</span>
-<span class="sd">        &#39;&#39;&#39;</span>
+<span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">searchpath</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">folder</span><span class="p">]</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">template_searchpath</span><span class="p">:</span>
             <span class="n">searchpath</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">template_searchpath</span>
@@ -3069,10 +3175,10 @@
             <span class="bp">self</span><span class="o">.</span><span class="n">get_task</span><span class="p">(</span><span class="n">downstream_task_id</span><span class="p">))</span></div>
 
     <span class="k">def</span> <span class="nf">get_task_instances</span><span class="p">(</span>
-            <span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="n">TI</span> <span class="o">=</span> <span class="n">TaskInstance</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="n">start_date</span><span class="p">:</span>
-            <span class="n">start_date</span> <span class="o">=</span> <span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">today</span><span class="p">()</span><span class="o">-</span><span class="n">timedelta</span><span class="p">(</span><span class="mi">30</span><span class="p">))</span><span class="o">.</span><span class="n">date</span><span class="p">()</span>
+            <span class="n">start_date</span> <span class="o">=</span> <span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">today</span><span class="p">()</span> <span class="o">-</span> <span class="n">timedelta</span><span class="p">(</span><span class="mi">30</span><span class="p">))</span><span class="o">.</span><span class="n">date</span><span class="p">()</span>
             <span class="n">start_date</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">combine</span><span class="p">(</span><span class="n">start_date</span><span class="p">,</span> <span class="n">datetime</span><span class="o">.</span><span class="n">min</span><span class="o">.</span><span class="n">time</span><span class="p">())</span>
         <span class="n">end_date</span> <span class="o">=</span> <span class="n">end_date</span> <span class="ow">or</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
         <span class="n">tis</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">TI</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
@@ -3092,20 +3198,22 @@
 
     <span class="nd">@provide_session</span>
     <span class="k">def</span> <span class="nf">set_dag_runs_state</span><span class="p">(</span>
-            <span class="bp">self</span><span class="p">,</span> <span class="n">start_date</span><span class="p">,</span> <span class="n">end_date</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
-        <span class="n">dates</span> <span class="o">=</span> <span class="n">utils_date_range</span><span class="p">(</span><span class="n">start_date</span><span class="p">,</span> <span class="n">end_date</span><span class="p">)</span>
+            <span class="bp">self</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="n">drs</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagModel</span><span class="p">)</span><span class="o">.</span><span class="n">filter_by</span><span class="p">(</span><span class="n">dag_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">)</span><span class="o">.</span><span cla [...]
+        <span class="n">dirty_ids</span> <span class="o">=</span> <span class="p">[]</span>
         <span class="k">for</span> <span class="n">dr</span> <span class="ow">in</span> <span class="n">drs</span><span class="p">:</span>
             <span class="n">dr</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">state</span>
+            <span class="n">dirty_ids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dr</span><span class="o">.</span><span class="n">dag_id</span><span class="p">)</span>
+        <span class="n">DagStat</span><span class="o">.</span><span class="n">clean_dirty</span><span class="p">(</span><span class="n">dirty_ids</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
 
 <div class="viewcode-block" id="DAG.clear"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.clear">[docs]</a>    <span class="k">def</span> <span class="nf">clear</span><span class="p">(</span>
-            <span class="bp">self</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">only_failed</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">only_running</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">confirm_prompt</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">include_subdags</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
-            <span class="n">reset_dag_runs</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
-            <span class="n">dry_run</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+            <span class="bp">self</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">only_failed</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">only_running</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">confirm_prompt</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">include_subdags</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">reset_dag_runs</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">dry_run</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Clears a set of task instances associated with the current dag for</span>
 <span class="sd">        a specified date range.</span>
@@ -3140,25 +3248,25 @@
             <span class="k">return</span> <span class="n">tis</span>
 
         <span class="n">count</span> <span class="o">=</span> <span class="n">tis</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
-        <span class="n">do_it</span> <span class="o">=</span> <span class="bp">True</span>
+        <span class="n">do_it</span> <span class="o">=</span> <span class="kc">True</span>
         <span class="k">if</span> <span class="n">count</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">print</span><span class="p">(</span><span class="s2">&quot;Nothing to clear.&quot;</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Nothing to clear.&quot;</span><span class="p">)</span>
             <span class="k">return</span> <span class="mi">0</span>
         <span class="k">if</span> <span class="n">confirm_prompt</span><span class="p">:</span>
             <span class="n">ti_list</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="nb">str</span><span class="p">(</span><span class="n">t</span><span class="p">)</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">tis</span><span class="p">])</span>
             <span class="n">question</span> <span class="o">=</span> <span class="p">(</span>
-                <span class="s2">&quot;You are about to delete these {count} tasks:</span><span class="se">\n</span><span class="s2">&quot;</span>
-                <span class="s2">&quot;{ti_list}</span><span class="se">\n\n</span><span class="s2">&quot;</span>
+                <span class="s2">&quot;You are about to delete these </span><span class="si">{count}</span><span class="s2"> tasks:</span><span class="se">\n</span><span class="s2">&quot;</span>
+                <span class="s2">&quot;</span><span class="si">{ti_list}</span><span class="se">\n\n</span><span class="s2">&quot;</span>
                 <span class="s2">&quot;Are you sure? (yes/no): &quot;</span><span class="p">)</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
             <span class="n">do_it</span> <span class="o">=</span> <span class="n">utils</span><span class="o">.</span><span class="n">helpers</span><span class="o">.</span><span class="n">ask_yesno</span><span class="p">(</span><span class="n">question</span><span class="p">)</span>
 
         <span class="k">if</span> <span class="n">do_it</span><span class="p">:</span>
             <span class="n">clear_task_instances</span><span class="p">(</span><span class="n">tis</span><span class="p">,</span> <span class="n">session</span><span class="p">)</span>
             <span class="k">if</span> <span class="n">reset_dag_runs</span><span class="p">:</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">set_dag_runs_state</span><span class="p">(</span><span class="n">start_date</span><span class="p">,</span> <span class="n">end_date</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">set_dag_runs_state</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
-            <span class="k">print</span><span class="p">(</span><span class="s2">&quot;Bail. Nothing was cleared.&quot;</span><span class="p">)</span>
+            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Bail. Nothing was cleared.&quot;</span><span class="p">)</span>
 
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
         <span class="n">session</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
@@ -3178,8 +3286,8 @@
         <span class="n">result</span><span class="o">.</span><span class="n">params</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">params</span>
         <span class="k">return</span> <span class="n">result</span>
 
-<div class="viewcode-block" id="DAG.sub_dag"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.sub_dag">[docs]</a>    <span class="k">def</span> <span class="nf">sub_dag</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task_regex</span><span class="p">,</span> <span class="n">include_downstream</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-                <span class="n">include_upstream</span><span class="o">=</span><span class="bp">True</span><span class="p">):</span>
+<div class="viewcode-block" id="DAG.sub_dag"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.sub_dag">[docs]</a>    <span class="k">def</span> <span class="nf">sub_dag</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task_regex</span><span class="p">,</span> <span class="n">include_downstream</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+                <span class="n">include_upstream</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns a subset of the current dag as a deep copy of the current dag</span>
 <span class="sd">        based on a regex that should match one or many tasks, and includes</span>
@@ -3193,9 +3301,9 @@
         <span class="n">also_include</span> <span class="o">=</span> <span class="p">[]</span>
         <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">regex_match</span><span class="p">:</span>
             <span class="k">if</span> <span class="n">include_downstream</span><span class="p">:</span>
-                <span class="n">also_include</span> <span class="o">+=</span> <span class="n">t</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+                <span class="n">also_include</span> <span class="o">+=</span> <span class="n">t</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
             <span class="k">if</span> <span class="n">include_upstream</span><span class="p">:</span>
-                <span class="n">also_include</span> <span class="o">+=</span> <span class="n">t</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+                <span class="n">also_include</span> <span class="o">+=</span> <span class="n">t</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 
         <span class="c1"># Compiling the unique list of tasks that made the cut</span>
         <span class="n">dag</span><span class="o">.</span><span class="n">task_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">t</span><span class="o">.</span><span class="n">task_id</span><span class="p">:</span> <span class="n">t</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">regex_match</span> <span class="o">+</span> <span class="n">also_include</span><span class="p">}</span>
@@ -3214,28 +3322,28 @@
     <span class="k">def</span> <span class="nf">get_task</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task_id</span><span class="p">):</span>
         <span class="k">if</span> <span class="n">task_id</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_dict</span><span class="p">:</span>
             <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_dict</span><span class="p">[</span><span class="n">task_id</span><span class="p">]</span>
-        <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Task {task_id} not found&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
+        <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Task </span><span class="si">{task_id}</span><span class="s2"> not found&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
 
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">pickle_info</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">pickle_info</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
-        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;is_picklable&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">True</span>
+        <span class="n">d</span><span class="p">[</span><span class="s1">&#39;is_picklable&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
         <span class="k">try</span><span class="p">:</span>
             <span class="n">dttm</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
             <span class="n">pickled</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
             <span class="n">d</span><span class="p">[</span><span class="s1">&#39;pickle_len&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">pickled</span><span class="p">)</span>
-            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;pickling_duration&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;{}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span> <span class="o">-</span> <span class="n">dttm</span><span class="p">)</span>
+            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;pickling_duration&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span> <span class="o">-</span> <span class="n">dttm</span><span cla [...]
         <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
-            <span class="n">logging</span><span class="o">.</span><span class="n">exception</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
-            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;is_picklable&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">False</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
+            <span class="n">d</span><span class="p">[</span><span class="s1">&#39;is_picklable&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span>
             <span class="n">d</span><span class="p">[</span><span class="s1">&#39;stacktrace&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">traceback</span><span class="o">.</span><span class="n">format_exc</span><span class="p">()</span>
         <span class="k">return</span> <span class="n">d</span>
 
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">pickle</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">pickle</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="n">dag</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span>
             <span class="n">DagModel</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DagModel</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">)</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
-        <span class="n">dp</span> <span class="o">=</span> <span class="bp">None</span>
+        <span class="n">dp</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="k">if</span> <span class="n">dag</span> <span class="ow">and</span> <span class="n">dag</span><span class="o">.</span><span class="n">pickle_id</span><span class="p">:</span>
             <span class="n">dp</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagPickle</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
                 <span class="n">DagPickle</span><span class="o">.</span><span class="n">id</span> <span class="o">==</span> <span class="n">dag</span><span class="o">.</span><span class="n">pickle_id</span><span class="p">)</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
@@ -3253,7 +3361,7 @@
 <span class="sd">        Shows an ascii tree representation of the DAG</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">def</span> <span class="nf">get_downstream</span><span class="p">(</span><span class="n">task</span><span class="p">,</span> <span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-            <span class="k">print</span><span class="p">((</span><span class="s2">&quot; &quot;</span> <span class="o">*</span> <span class="n">level</span> <span class="o">*</span> <span class="mi">4</span><span class="p">)</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">task</span><span class="p">))</span>
+            <span class="nb">print</span><span class="p">((</span><span class="s2">&quot; &quot;</span> <span class="o">*</span> <span class="n">level</span> <span class="o">*</span> <span class="mi">4</span><span class="p">)</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">task</span><span class="p">))</span>
             <span class="n">level</span> <span class="o">+=</span> <span class="mi">1</span>
             <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">task</span><span class="o">.</span><span class="n">upstream_list</span><span class="p">:</span>
                 <span class="n">get_downstream</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">level</span><span class="p">)</span>
@@ -3262,22 +3370,22 @@
             <span class="n">get_downstream</span><span class="p">(</span><span class="n">t</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="DAG.add_task"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.add_task">[docs]</a>    <span class="k">def</span> <span class="nf">add_task</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task</span><span class="p">):</span>
-        <span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Add a task to the DAG</span>
 
 <span class="sd">        :param task: the task you want to add</span>
 <span class="sd">        :type task: task</span>
-<span class="sd">        &#39;&#39;&#39;</span>
+<span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">start_date</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">task</span><span class="o">.</span><span class="n">start_date</span><span class="p">:</span>
             <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Task is missing the start_date parameter&quot;</span><span class="p">)</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="n">task</span><span class="o">.</span><span class="n">start_date</span><span class="p">:</span>
             <span class="n">task</span><span class="o">.</span><span class="n">start_date</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">start_date</span>
 
         <span class="k">if</span> <span class="n">task</span><span class="o">.</span><span class="n">task_id</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_dict</span><span class="p">:</span>
-            <span class="c1">#TODO raise an error in Airflow 2.0</span>
+            <span class="c1"># TODO: raise an error in Airflow 2.0</span>
             <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span>
                 <span class="s1">&#39;The requested task could not be added to the DAG because a &#39;</span>
-                <span class="s1">&#39;task with task_id {} is already in the DAG. Starting in &#39;</span>
+                <span class="s1">&#39;task with task_id </span><span class="si">{}</span><span class="s1"> is already in the DAG. Starting in &#39;</span>
                 <span class="s1">&#39;Airflow 2.0, trying to overwrite a task will raise an &#39;</span>
                 <span class="s1">&#39;exception.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">task</span><span class="o">.</span><span class="n">task_id</span><span class="p">),</span>
                 <span class="n">category</span><span class="o">=</span><span class="ne">PendingDeprecationWarning</span><span class="p">)</span>
@@ -3289,12 +3397,12 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">task_count</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tasks</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="DAG.add_tasks"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.add_tasks">[docs]</a>    <span class="k">def</span> <span class="nf">add_tasks</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tasks</span><span class="p">):</span>
-        <span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Add a list of tasks to the DAG</span>
 
 <span class="sd">        :param task: a lit of tasks you want to add</span>
 <span class="sd">        :type task: list of tasks</span>
-<span class="sd">        &#39;&#39;&#39;</span>
+<span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">for</span> <span class="n">task</span> <span class="ow">in</span> <span class="n">tasks</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">add_task</span><span class="p">(</span><span class="n">task</span><span class="p">)</span></div>
 
@@ -3310,20 +3418,20 @@
 
 <div class="viewcode-block" id="DAG.run"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span>
             <span class="bp">self</span><span class="p">,</span>
-            <span class="n">start_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">end_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">mark_success</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">include_adhoc</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">local</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">executor</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">start_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">end_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">mark_success</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">include_adhoc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">local</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">executor</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="n">donot_pickle</span><span class="o">=</span><span class="n">configuration</span><span class="o">.</span><span class="n">getboolean</span><span class="p">(</span><span class="s1">&#39;core&#39;</span><span class="p">,</span> <span class="s1">&#39;donot_pickle&#39;</span><span class="p">),</span>
-            <span class="n">ignore_dependencies</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">ignore_first_depends_on_past</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">pool</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="n">ignore_task_deps</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">ignore_first_depends_on_past</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">pool</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Runs the DAG.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="kn">from</span> <span class="nn">airflow.jobs</span> <span class="kn">import</span> <span class="n">BackfillJob</span>
+        <span class="kn">from</span> <span class="nn">airflow.jobs</span> <span class="k">import</span> <span class="n">BackfillJob</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="n">executor</span> <span class="ow">and</span> <span class="n">local</span><span class="p">:</span>
             <span class="n">executor</span> <span class="o">=</span> <span class="n">LocalExecutor</span><span class="p">()</span>
         <span class="k">elif</span> <span class="ow">not</span> <span class="n">executor</span><span class="p">:</span>
@@ -3336,7 +3444,7 @@
             <span class="n">include_adhoc</span><span class="o">=</span><span class="n">include_adhoc</span><span class="p">,</span>
             <span class="n">executor</span><span class="o">=</span><span class="n">executor</span><span class="p">,</span>
             <span class="n">donot_pickle</span><span class="o">=</span><span class="n">donot_pickle</span><span class="p">,</span>
-            <span class="n">ignore_dependencies</span><span class="o">=</span><span class="n">ignore_dependencies</span><span class="p">,</span>
+            <span class="n">ignore_task_deps</span><span class="o">=</span><span class="n">ignore_task_deps</span><span class="p">,</span>
             <span class="n">ignore_first_depends_on_past</span><span class="o">=</span><span class="n">ignore_first_depends_on_past</span><span class="p">,</span>
             <span class="n">pool</span><span class="o">=</span><span class="n">pool</span><span class="p">)</span>
         <span class="n">job</span><span class="o">.</span><span class="n">run</span><span class="p">()</span></div>
@@ -3345,23 +3453,24 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Exposes a CLI specific to this DAG</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="kn">from</span> <span class="nn">airflow.bin</span> <span class="kn">import</span> <span class="n">cli</span>
-        <span class="n">parser</span> <span class="o">=</span> <span class="n">cli</span><span class="o">.</span><span class="n">CLIFactory</span><span class="o">.</span><span class="n">get_parser</span><span class="p">(</span><span class="n">dag_parser</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+        <span class="kn">from</span> <span class="nn">airflow.bin</span> <span class="k">import</span> <span class="n">cli</span>
+        <span class="n">parser</span> <span class="o">=</span> <span class="n">cli</span><span class="o">.</span><span class="n">CLIFactory</span><span class="o">.</span><span class="n">get_parser</span><span class="p">(</span><span class="n">dag_parser</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
         <span class="n">args</span> <span class="o">=</span> <span class="n">parser</span><span class="o">.</span><span class="n">parse_args</span><span class="p">()</span>
         <span class="n">args</span><span class="o">.</span><span class="n">func</span><span class="p">(</span><span class="n">args</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span></div>
 
     <span class="nd">@provide_session</span>
 <div class="viewcode-block" id="DAG.create_dagrun"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.create_dagrun">[docs]</a>    <span class="k">def</span> <span class="nf">create_dagrun</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span>
                       <span class="n">run_id</span><span class="p">,</span>
-                      <span class="n">execution_date</span><span class="p">,</span>
                       <span class="n">state</span><span class="p">,</span>
-                      <span class="n">start_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                      <span class="n">external_trigger</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-                      <span class="n">conf</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                      <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+                      <span class="n">execution_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                      <span class="n">start_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                      <span class="n">external_trigger</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+                      <span class="n">conf</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                      <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Creates a dag run from this dag including the tasks associated with this dag. Returns the dag</span>
-<span class="sd">        run.</span>
+<span class="sd">        Creates a dag run from this dag including the tasks associated with this dag.</span>
+<span class="sd">        Returns the dag run.</span>
+
 <span class="sd">        :param run_id: defines the the run id for this dag run</span>
 <span class="sd">        :type run_id: string</span>
 <span class="sd">        :param execution_date: the execution date of this dag run</span>
@@ -3369,7 +3478,7 @@
 <span class="sd">        :param state: the state of the dag run</span>
 <span class="sd">        :type state: State</span>
 <span class="sd">        :param start_date: the date this dag run should be evaluated</span>
-<span class="sd">        :type state_date: datetime</span>
+<span class="sd">        :type start_date: datetime</span>
 <span class="sd">        :param external_trigger: whether this dag run is externally triggered</span>
 <span class="sd">        :type external_trigger: bool</span>
 <span class="sd">        :param session: database session</span>
@@ -3389,16 +3498,22 @@
 
         <span class="n">run</span><span class="o">.</span><span class="n">dag</span> <span class="o">=</span> <span class="bp">self</span>
 
-        <span class="c1"># create the associated taskinstances</span>
+        <span class="c1"># create the associated task instances</span>
         <span class="c1"># state is None at the moment of creation</span>
         <span class="n">run</span><span class="o">.</span><span class="n">verify_integrity</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
 
         <span class="n">run</span><span class="o">.</span><span class="n">refresh_from_db</span><span class="p">()</span>
+        <span class="n">DagStat</span><span class="o">.</span><span class="n">set_dirty</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
+
+        <span class="c1"># add a placeholder row into DagStat table</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagStat</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DagStat</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><s [...]
+            <span class="n">session</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">DagStat</span><span class="p">(</span><span class="n">dag_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="n">state</span><span class="p">,</span> <span class="n">count</span><span class="o">=</span><span  [...]
+        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
         <span class="k">return</span> <span class="n">run</span></div>
 
     <span class="nd">@staticmethod</span>
     <span class="nd">@provide_session</span>
-<div class="viewcode-block" id="DAG.sync_to_db"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.sync_to_db">[docs]</a>    <span class="k">def</span> <span class="nf">sync_to_db</span><span class="p">(</span><span class="n">dag</span><span class="p">,</span> <span class="n">owner</span><span class="p">,</span> <span class="n">sync_time</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="DAG.sync_to_db"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.sync_to_db">[docs]</a>    <span class="k">def</span> <span class="nf">sync_to_db</span><span class="p">(</span><span class="n">dag</span><span class="p">,</span> <span class="n">owner</span><span class="p">,</span> <span class="n">sync_time</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Save attributes about this DAG to the DB. Note that this method</span>
 <span class="sd">        can be called for both DAGs and SubDAGs. A SubDag is actually a</span>
@@ -3417,10 +3532,10 @@
             <span class="n">orm_dag</span> <span class="o">=</span> <span class="n">DagModel</span><span class="p">(</span><span class="n">dag_id</span><span class="o">=</span><span class="n">dag</span><span class="o">.</span><span class="n">dag_id</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;Creating ORM DAG for </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span>
                          <span class="n">dag</span><span class="o">.</span><span class="n">dag_id</span><span class="p">)</span>
-        <span class="n">orm_dag</span><span class="o">.</span><span class="n">fileloc</span> <span class="o">=</span> <span class="n">dag</span><span class="o">.</span><span class="n">full_filepath</span>
+        <span class="n">orm_dag</span><span class="o">.</span><span class="n">fileloc</span> <span class="o">=</span> <span class="n">dag</span><span class="o">.</span><span class="n">fileloc</span>
         <span class="n">orm_dag</span><span class="o">.</span><span class="n">is_subdag</span> <span class="o">=</span> <span class="n">dag</span><span class="o">.</span><span class="n">is_subdag</span>
         <span class="n">orm_dag</span><span class="o">.</span><span class="n">owners</span> <span class="o">=</span> <span class="n">owner</span>
-        <span class="n">orm_dag</span><span class="o">.</span><span class="n">is_active</span> <span class="o">=</span> <span class="bp">True</span>
+        <span class="n">orm_dag</span><span class="o">.</span><span class="n">is_active</span> <span class="o">=</span> <span class="kc">True</span>
         <span class="n">orm_dag</span><span class="o">.</span><span class="n">last_scheduler_run</span> <span class="o">=</span> <span class="n">sync_time</span>
         <span class="n">session</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">orm_dag</span><span class="p">)</span>
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
@@ -3430,7 +3545,7 @@
 
     <span class="nd">@staticmethod</span>
     <span class="nd">@provide_session</span>
-<div class="viewcode-block" id="DAG.deactivate_unknown_dags"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.deactivate_unknown_dags">[docs]</a>    <span class="k">def</span> <span class="nf">deactivate_unknown_dags</span><span class="p">(</span><span class="n">active_dag_ids</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="DAG.deactivate_unknown_dags"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.deactivate_unknown_dags">[docs]</a>    <span class="k">def</span> <span class="nf">deactivate_unknown_dags</span><span class="p">(</span><span class="n">active_dag_ids</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Given a list of known DAGs, deactivate any other DAGs that are</span>
 <span class="sd">        marked as active in the ORM</span>
@@ -3444,12 +3559,12 @@
             <span class="k">return</span>
         <span class="k">for</span> <span class="n">dag</span> <span class="ow">in</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span>
                 <span class="n">DagModel</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="o">~</span><span class="n">DagModel</span><span class="o">.</span><span class="n">dag_id</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">active_dag_ids</span><span class="p">))</span><span class="o">.</span><span class="n">all</span><span class="p">():</span>
-            <span class="n">dag</span><span class="o">.</span><span class="n">is_active</span> <span class="o">=</span> <span class="bp">False</span>
+            <span class="n">dag</span><span class="o">.</span><span class="n">is_active</span> <span class="o">=</span> <span class="kc">False</span>
             <span class="n">session</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">dag</span><span class="p">)</span></div>
 
     <span class="nd">@staticmethod</span>
     <span class="nd">@provide_session</span>
-<div class="viewcode-block" id="DAG.deactivate_stale_dags"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.deactivate_stale_dags">[docs]</a>    <span class="k">def</span> <span class="nf">deactivate_stale_dags</span><span class="p">(</span><span class="n">expiration_date</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="DAG.deactivate_stale_dags"><a class="viewcode-back" href="../../code.html#airflow.models.DAG.deactivate_stale_dags">[docs]</a>    <span class="k">def</span> <span class="nf">deactivate_stale_dags</span><span class="p">(</span><span class="n">expiration_date</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Deactivate any DAGs that were last touched by the scheduler before</span>
 <span class="sd">        the expiration date. These DAGs were likely deleted.</span>
@@ -3466,7 +3581,7 @@
                          <span class="s2">&quot;by the scheduler at </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span>
                          <span class="n">dag</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
                          <span class="n">dag</span><span class="o">.</span><span class="n">last_scheduler_run</span><span class="o">.</span><span class="n">isoformat</span><span class="p">())</span>
-            <span class="n">dag</span><span class="o">.</span><span class="n">is_active</span> <span class="o">=</span> <span class="bp">False</span>
+            <span class="n">dag</span><span class="o">.</span><span class="n">is_active</span> <span class="o">=</span> <span class="kc">False</span>
             <span class="n">session</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">dag</span><span class="p">)</span>
             <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span></div></div>
 
@@ -3474,21 +3589,21 @@
 <span class="k">class</span> <span class="nc">Chart</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;chart&quot;</span>
 
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">label</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">200</span><span class="p">))</span>
-    <span class="n">conn_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">nullable</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
-    <span class="n">user_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">(),</span> <span class="n">ForeignKey</span><span class="p">(</span><span class="s1">&#39;users.id&#39;</span><span class="p">),</span> <span class="n">nullable</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="n">conn_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">nullable</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+    <span class="n">user_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">(),</span> <span class="n">ForeignKey</span><span class="p">(</span><span class="s1">&#39;users.id&#39;</span><span class="p">),</span> <span class="n">nullable</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">chart_type</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">100</span><span class="p">),</span> <span class="n">default</span><span class="o">=</span><span class="s2">&quot;line&quot;</span><span class="p">)</span>
     <span class="n">sql_layout</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">default</span><span class="o">=</span><span class="s2">&quot;series&quot;</span><span class="p">)</span>
     <span class="n">sql</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Text</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="s2">&quot;SELECT series, x, y FROM table&quot;</span><span class="p">)</span>
     <span class="n">y_log_scale</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">)</span>
     <span class="n">show_datatable</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">)</span>
-    <span class="n">show_sql</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="n">show_sql</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">height</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="mi">600</span><span class="p">)</span>
-    <span class="n">default_params</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">default</span><span class="o">=</span><span class="s2">&quot;{}&quot;</span><span class="p">)</span>
+    <span class="n">default_params</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">5000</span><span class="p">),</span> <span class="n">default</span><span class="o">=</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2">&quot;</span><span class="p">)</span>
     <span class="n">owner</span> <span class="o">=</span> <span class="n">relationship</span><span class="p">(</span>
-        <span class="s2">&quot;User&quot;</span><span class="p">,</span> <span class="n">cascade</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">cascade_backrefs</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">backref</span><span class="o">=</span><span class="s1">&#39;charts&#39;</span><span class="p">)</span>
-    <span class="n">x_is_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+        <span class="s2">&quot;User&quot;</span><span class="p">,</span> <span class="n">cascade</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cascade_backrefs</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">backref</span><span class="o">=</span><span class="s1">&#39;charts&#39;</span><span class="p">)</span>
+    <span class="n">x_is_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">iteration_no</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
     <span class="n">last_modified</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">func</span><span class="o">.</span><span class="n">now</span><span class="p">())</span>
 
@@ -3499,7 +3614,7 @@
 <span class="k">class</span> <span class="nc">KnownEventType</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;known_event_type&quot;</span>
 
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">know_event_type</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">200</span><span class="p">))</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -3509,18 +3624,18 @@
 <span class="k">class</span> <span class="nc">KnownEvent</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;known_event&quot;</span>
 
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">label</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">200</span><span class="p">))</span>
     <span class="n">start_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
     <span class="n">end_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
     <span class="n">user_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">(),</span> <span class="n">ForeignKey</span><span class="p">(</span><span class="s1">&#39;users.id&#39;</span><span class="p">),)</span>
     <span class="n">known_event_type_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">(),</span> <span class="n">ForeignKey</span><span class="p">(</span><span class="s1">&#39;known_event_type.id&#39;</span><span class="p">),)</span>
     <span class="n">reported_by</span> <span class="o">=</span> <span class="n">relationship</span><span class="p">(</span>
-        <span class="s2">&quot;User&quot;</span><span class="p">,</span> <span class="n">cascade</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">cascade_backrefs</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">backref</span><span class="o">=</span><span class="s1">&#39;known_events&#39;</span><span class="p">)</span>
+        <span class="s2">&quot;User&quot;</span><span class="p">,</span> <span class="n">cascade</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cascade_backrefs</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">backref</span><span class="o">=</span><span class="s1">&#39;known_events&#39;</span><span class="p">)</span>
     <span class="n">event_type</span> <span class="o">=</span> <span class="n">relationship</span><span class="p">(</span>
         <span class="s2">&quot;KnownEventType&quot;</span><span class="p">,</span>
-        <span class="n">cascade</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-        <span class="n">cascade_backrefs</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">backref</span><span class="o">=</span><span class="s1">&#39;known_events&#39;</span><span class="p">)</span>
+        <span class="n">cascade</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+        <span class="n">cascade_backrefs</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">backref</span><span class="o">=</span><span class="s1">&#39;known_events&#39;</span><span class="p">)</span>
     <span class="n">description</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Text</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -3530,20 +3645,20 @@
 <span class="k">class</span> <span class="nc">Variable</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;variable&quot;</span>
 
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-    <span class="n">key</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">unique</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">key</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">unique</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">_val</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="s1">&#39;val&#39;</span><span class="p">,</span> <span class="n">Text</span><span class="p">)</span>
-    <span class="n">is_encrypted</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">unique</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+    <span class="n">is_encrypted</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">unique</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="c1"># Hiding the value</span>
-        <span class="k">return</span> <span class="s1">&#39;{} : {}&#39;</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">key</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_val</span><span class="p">)</span>
+        <span class="k">return</span> <span class="s1">&#39;</span><span class="si">{}</span><span class="s1"> : </span><span class="si">{}</span><span class="s1">&#39;</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">key</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_val</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">get_val</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">_val</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_encrypted</span><span class="p">:</span>
             <span class="k">if</span> <span class="ow">not</span> <span class="n">ENCRYPTION_ON</span><span class="p">:</span>
                 <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span>
-                    <span class="s2">&quot;Can&#39;t decrypt _val for key={}, FERNET_KEY configuration </span><span class="se">\</span>
+                    <span class="s2">&quot;Can&#39;t decrypt _val for key=</span><span class="si">{}</span><span class="s2">, FERNET_KEY configuration </span><span class="se">\</span>
 <span class="s2">                    missing&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">key</span><span class="p">))</span>
             <span class="k">return</span> <span class="n">FERNET</span><span class="o">.</span><span class="n">decrypt</span><span class="p">(</span><span class="nb">bytes</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_val</span><span class="p">,</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">decode</span><span class="p">()</span>
         <span class="k">else</span><span class="p">:</span>
@@ -3553,10 +3668,10 @@
         <span class="k">if</span> <span class="n">value</span><span class="p">:</span>
             <span class="k">try</span><span class="p">:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">_val</span> <span class="o">=</span> <span class="n">FERNET</span><span class="o">.</span><span class="n">encrypt</span><span class="p">(</span><span class="nb">bytes</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">))</span><span class="o">.</span><span class="n">decode</span><span class="p">()</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">is_encrypted</span> <span class="o">=</span> <span class="bp">True</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">is_encrypted</span> <span class="o">=</span> <span class="kc">True</span>
             <span class="k">except</span> <span class="ne">NameError</span><span class="p">:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">_val</span> <span class="o">=</span> <span class="n">value</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">is_encrypted</span> <span class="o">=</span> <span class="bp">False</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">is_encrypted</span> <span class="o">=</span> <span class="kc">False</span>
 
     <span class="nd">@declared_attr</span>
     <span class="k">def</span> <span class="nf">val</span><span class="p">(</span><span class="n">cls</span><span class="p">):</span>
@@ -3564,14 +3679,43 @@
                        <span class="n">descriptor</span><span class="o">=</span><span class="nb">property</span><span class="p">(</span><span class="n">cls</span><span class="o">.</span><span class="n">get_val</span><span class="p">,</span> <span class="n">cls</span><span class="o">.</span><span class="n">set_val</span><span class="p">))</span>
 
     <span class="nd">@classmethod</span>
+    <span class="k">def</span> <span class="nf">setdefault</span><span class="p">(</span><span class="n">cls</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">default</span><span class="p">,</span> <span class="n">deserialize_json</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Like a Python builtin dict object, setdefault returns the current value</span>
+<span class="sd">        for a key, and if it isn&#39;t there, stores the default value and returns it.</span>
+
+<span class="sd">        :param key: Dict key for this Variable</span>
+<span class="sd">        :type key: String</span>
+<span class="sd">        :param: default: Default value to set and return if the variable</span>
+<span class="sd">        isn&#39;t already in the DB</span>
+<span class="sd">        :type: default: Mixed</span>
+<span class="sd">        :param: deserialize_json: Store this as a JSON encoded value in the DB</span>
+<span class="sd">         and un-encode it when retrieving a value</span>
+<span class="sd">        :return: Mixed</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">default_sentinel</span> <span class="o">=</span> <span class="nb">object</span><span class="p">()</span>
+        <span class="n">obj</span> <span class="o">=</span> <span class="n">Variable</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">default_var</span><span class="o">=</span><span class="n">default_sentinel</span><span class="p">,</span> <span class="n">deserialize_json</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">obj</span> <span class="ow">is</span> <span class="n">default_sentinel</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">default</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">Variable</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">default</span><span class="p">,</span> <span class="n">serialize_json</span><span class="o">=</span><span class="n">deserialize_json</span><span class="p">)</span>
+                <span class="k">return</span> <span class="n">default</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;Default Value must be set&#39;</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">deserialize_json</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">obj</span><span class="o">.</span><span class="n">val</span><span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">obj</span><span class="o">.</span><span class="n">val</span>
+
+    <span class="nd">@classmethod</span>
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">get</span><span class="p">(</span><span class="n">cls</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">default_var</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">deserialize_json</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</spa [...]
+    <span class="k">def</span> <span class="nf">get</span><span class="p">(</span><span class="n">cls</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">default_var</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">deserialize_json</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</spa [...]
         <span class="n">obj</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">cls</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">cls</span><span class="o">.</span><span class="n">key</span> <span class="o">==</span> <span class="n">key</span><span class="p">)</span><span class="o">.</span><span class="n">first< [...]
-        <span class="k">if</span> <span class="n">obj</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">default_var</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">obj</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">default_var</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
                 <span class="k">return</span> <span class="n">default_var</span>
             <span class="k">else</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;Variable {} does not exist&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="p">))</span>
+                <span class="k">raise</span> <span class="ne">KeyError</span><span class="p">(</span><span class="s1">&#39;Variable </span><span class="si">{}</span><span class="s1"> does not exist&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="p">))</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">if</span> <span class="n">deserialize_json</span><span class="p">:</span>
                 <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">obj</span><span class="o">.</span><span class="n">val</span><span class="p">)</span>
@@ -3580,7 +3724,7 @@
 
     <span class="nd">@classmethod</span>
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">set</span><span class="p">(</span><span class="n">cls</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">serialize_json</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">set</span><span class="p">(</span><span class="n">cls</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">serialize_json</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
 
         <span class="k">if</span> <span class="n">serialize_json</span><span class="p">:</span>
             <span class="n">stored_value</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
@@ -3598,19 +3742,23 @@
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;xcom&quot;</span>
 
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">key</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">512</span><span class="p">))</span>
     <span class="n">value</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">PickleType</span><span class="p">(</span><span class="n">pickler</span><span class="o">=</span><span class="n">dill</span><span class="p">))</span>
     <span class="n">timestamp</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span>
-        <span class="n">DateTime</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">func</span><span class="o">.</span><span class="n">now</span><span class="p">(),</span> <span class="n">nullable</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
-    <span class="n">execution_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">nullable</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+        <span class="n">DateTime</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">func</span><span class="o">.</span><span class="n">now</span><span class="p">(),</span> <span class="n">nullable</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+    <span class="n">execution_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">nullable</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 
     <span class="c1"># source information</span>
-    <span class="n">task_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">nullable</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
-    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">nullable</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+    <span class="n">task_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">nullable</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">nullable</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+
+    <span class="n">__table_args__</span> <span class="o">=</span> <span class="p">(</span>
+        <span class="n">Index</span><span class="p">(</span><span class="s1">&#39;idx_xcom_dag_task_date&#39;</span><span class="p">,</span> <span class="n">dag_id</span><span class="p">,</span> <span class="n">task_id</span><span class="p">,</span> <span class="n">execution_date</span><span class="p">,</span> <span class="n">unique</span><span class="o">=</span><span class="kc">False</span><span class="p">),</span>
+    <span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="s1">&#39;&lt;XCom &quot;{key}&quot; ({task_id} @ {execution_date})&gt;&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+        <span class="k">return</span> <span class="s1">&#39;&lt;XCom &quot;</span><span class="si">{key}</span><span class="s1">&quot; (</span><span class="si">{task_id}</span><span class="s1"> @ </span><span class="si">{execution_date}</span><span class="s1">)&gt;&#39;</span><span class="o">.</span><span class="n">format</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">key</span><span class="p">,</span>
             <span class="n">task_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span>
             <span class="n">execution_date</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">)</span>
@@ -3624,7 +3772,7 @@
             <span class="n">execution_date</span><span class="p">,</span>
             <span class="n">task_id</span><span class="p">,</span>
             <span class="n">dag_id</span><span class="p">,</span>
-            <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Store an XCom value.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -3637,6 +3785,8 @@
             <span class="n">cls</span><span class="o">.</span><span class="n">task_id</span> <span class="o">==</span> <span class="n">task_id</span><span class="p">,</span>
             <span class="n">cls</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="n">dag_id</span><span class="p">)</span><span class="o">.</span><span class="n">delete</span><span class="p">()</span>
 
+        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
+
         <span class="c1"># insert new XCom</span>
         <span class="n">session</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">XCom</span><span class="p">(</span>
             <span class="n">key</span><span class="o">=</span><span class="n">key</span><span class="p">,</span>
@@ -3652,11 +3802,11 @@
     <span class="k">def</span> <span class="nf">get_one</span><span class="p">(</span>
             <span class="n">cls</span><span class="p">,</span>
             <span class="n">execution_date</span><span class="p">,</span>
-            <span class="n">key</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">task_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">dag_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">include_prior_dates</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="n">key</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">task_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">dag_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">include_prior_dates</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Retrieve an XCom value, optionally meeting certain criteria</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -3687,12 +3837,12 @@
     <span class="k">def</span> <span class="nf">get_many</span><span class="p">(</span>
             <span class="n">cls</span><span class="p">,</span>
             <span class="n">execution_date</span><span class="p">,</span>
-            <span class="n">key</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">task_ids</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">dag_ids</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">include_prior_dates</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
+            <span class="n">key</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">task_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">dag_ids</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">include_prior_dates</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
             <span class="n">limit</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span>
-            <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+            <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Retrieve an XCom value, optionally meeting certain criteria</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -3718,17 +3868,81 @@
 
     <span class="nd">@classmethod</span>
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">delete</span><span class="p">(</span><span class="n">cls</span><span class="p">,</span> <span class="n">xcoms</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">delete</span><span class="p">(</span><span class="n">cls</span><span class="p">,</span> <span class="n">xcoms</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">xcoms</span><span class="p">,</span> <span class="n">XCom</span><span class="p">):</span>
             <span class="n">xcoms</span> <span class="o">=</span> <span class="p">[</span><span class="n">xcoms</span><span class="p">]</span>
         <span class="k">for</span> <span class="n">xcom</span> <span class="ow">in</span> <span class="n">xcoms</span><span class="p">:</span>
             <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">xcom</span><span class="p">,</span> <span class="n">XCom</span><span class="p">):</span>
-                <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s1">&#39;Expected XCom; received {}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                                <span class="n">xcom</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span><span class="p">))</span>
+                <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
+                    <span class="s1">&#39;Expected XCom; received </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">xcom</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span><span class="p">)</span>
+                <span class="p">)</span>
             <span class="n">session</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">xcom</span><span class="p">)</span>
         <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
 
 
+<span class="k">class</span> <span class="nc">DagStat</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
+    <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;dag_stats&quot;</span>
+
+    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">state</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">count</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+    <span class="n">dirty</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">False</span><span class="p">)</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">dag_id</span><span class="p">,</span> <span class="n">state</span><span class="p">,</span> <span class="n">count</span><span class="p">,</span> <span class="n">dirty</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">=</span> <span class="n">dag_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">state</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">count</span> <span class="o">=</span> <span class="n">count</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">dirty</span> <span class="o">=</span> <span class="n">dirty</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="nd">@provide_session</span>
+    <span class="k">def</span> <span class="nf">set_dirty</span><span class="p">(</span><span class="n">dag_id</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">dag</span> <span class="ow">in</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagStat</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DagStat</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="n">dag_id</span><span class="p">):</span>
+            <span class="n">dag</span><span class="o">.</span><span class="n">dirty</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="nd">@provide_session</span>
+    <span class="k">def</span> <span class="nf">clean_dirty</span><span class="p">(</span><span class="n">dag_ids</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Cleans out the dirty/out-of-sync rows from dag_stats table</span>
+
+<span class="sd">        :param dag_ids: dag_ids that may be dirty</span>
+<span class="sd">        :type dag_ids: list</span>
+<span class="sd">        :param full_query: whether to check dag_runs for new drs not in dag_stats</span>
+<span class="sd">        :type full_query: bool</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="c1"># avoid querying with an empty IN clause</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">dag_ids</span><span class="p">:</span>
+            <span class="k">return</span>
+
+        <span class="n">dag_ids</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">dag_ids</span><span class="p">)</span>
+
+        <span class="n">qry</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagStat</span><span class="p">)</span>
+            <span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">and_</span><span class="p">(</span><span class="n">DagStat</span><span class="o">.</span><span class="n">dag_id</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">dag_ids</span><span class="p">),</span> <span class="n">DagStat</span><span class="o">.</span><span class="n">dirty</span> <span class="o">==</span> <span class="kc">True</span><s [...]
+        <span class="p">)</span>
+
+        <span class="n">dirty_ids</span> <span class="o">=</span> <span class="p">{</span><span class="n">dag</span><span class="o">.</span><span class="n">dag_id</span> <span class="k">for</span> <span class="n">dag</span> <span class="ow">in</span> <span class="n">qry</span><span class="o">.</span><span class="n">all</span><span class="p">()}</span>
+        <span class="n">qry</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">synchronize_session</span><span class="o">=</span><span class="s1">&#39;fetch&#39;</span><span class="p">)</span>
+        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
+
+        <span class="c1"># avoid querying with an empty IN clause</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">dirty_ids</span><span class="p">:</span>
+            <span class="k">return</span>
+
+        <span class="n">qry</span> <span class="o">=</span> <span class="p">(</span>
+            <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagRun</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="n">DagRun</span><span class="o">.</span><span class="n">state</span><span class="p">,</span> <span class="n">func</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s1">&#39;*&#39;</span><span class="p">))</span>
+            <span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DagRun</span><span class="o">.</span><span class="n">dag_id</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">dirty_ids</span><span class="p">))</span>
+            <span class="o">.</span><span class="n">group_by</span><span class="p">(</span><span class="n">DagRun</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="n">DagRun</span><span class="o">.</span><span class="n">state</span><span class="p">)</span>
+        <span class="p">)</span>
+
+        <span class="k">for</span> <span class="n">dag_id</span><span class="p">,</span> <span class="n">state</span><span class="p">,</span> <span class="n">count</span> <span class="ow">in</span> <span class="n">qry</span><span class="p">:</span>
+            <span class="n">session</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">DagStat</span><span class="p">(</span><span class="n">dag_id</span><span class="o">=</span><span class="n">dag_id</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="n">state</span><span class="p">,</span> <span class="n">count</span><span class="o">=</span><span class="n">count</span><span class="p">))</span>
+
+        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
+
+
 <span class="k">class</span> <span class="nc">DagRun</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    DagRun describes an instance of a Dag. It can be created</span>
@@ -3737,59 +3951,78 @@
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;dag_run&quot;</span>
 
     <span class="n">ID_PREFIX</span> <span class="o">=</span> <span class="s1">&#39;scheduled__&#39;</span>
-    <span class="n">ID_FORMAT_PREFIX</span> <span class="o">=</span> <span class="n">ID_PREFIX</span> <span class="o">+</span> <span class="s1">&#39;{0}&#39;</span>
+    <span class="n">ID_FORMAT_PREFIX</span> <span class="o">=</span> <span class="n">ID_PREFIX</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="si">{0}</span><span class="s1">&#39;</span>
+    <span class="n">DEADLOCK_CHECK_DEP_CONTEXT</span> <span class="o">=</span> <span class="n">DepContext</span><span class="p">(</span><span class="n">ignore_in_retry_period</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">))</span>
     <span class="n">execution_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">func</span><span class="o">.</span><span class="n">now</span><span class="p">())</span>
     <span class="n">start_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">func</span><span class="o">.</span><span class="n">now</span><span class="p">())</span>
     <span class="n">end_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
-    <span class="n">state</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">default</span><span class="o">=</span><span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">)</span>
+    <span class="n">_state</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="s1">&#39;state&#39;</span><span class="p">,</span> <span class="n">String</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">default</span><span class="o">=</span><span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">)</span>
     <span class="n">run_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">))</span>
-    <span class="n">external_trigger</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="n">external_trigger</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">conf</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">PickleType</span><span class="p">)</span>
 
-    <span class="n">dag</span> <span class="o">=</span> <span class="bp">None</span>
+    <span class="n">dag</span> <span class="o">=</span> <span class="kc">None</span>
 
     <span class="n">__table_args__</span> <span class="o">=</span> <span class="p">(</span>
-        <span class="n">Index</span><span class="p">(</span><span class="s1">&#39;dr_run_id&#39;</span><span class="p">,</span> <span class="n">dag_id</span><span class="p">,</span> <span class="n">run_id</span><span class="p">,</span> <span class="n">unique</span><span class="o">=</span><span class="bp">True</span><span class="p">),</span>
+        <span class="n">Index</span><span class="p">(</span><span class="s1">&#39;dr_run_id&#39;</span><span class="p">,</span> <span class="n">dag_id</span><span class="p">,</span> <span class="n">run_id</span><span class="p">,</span> <span class="n">unique</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
     <span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="p">(</span>
-            <span class="s1">&#39;&lt;DagRun {dag_id} @ {execution_date}: {run_id}, &#39;</span>
-            <span class="s1">&#39;externally triggered: {external_trigger}&gt;&#39;</span>
+            <span class="s1">&#39;&lt;DagRun </span><span class="si">{dag_id}</span><span class="s1"> @ </span><span class="si">{execution_date}</span><span class="s1">: </span><span class="si">{run_id}</span><span class="s1">, &#39;</span>
+            <span class="s1">&#39;externally triggered: </span><span class="si">{external_trigger}</span><span class="s1">&gt;&#39;</span>
         <span class="p">)</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
             <span class="n">dag_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
             <span class="n">execution_date</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">,</span>
             <span class="n">run_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">run_id</span><span class="p">,</span>
             <span class="n">external_trigger</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">external_trigger</span><span class="p">)</span>
 
+    <span class="k">def</span> <span class="nf">get_state</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_state</span>
+
+    <span class="k">def</span> <span class="nf">set_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">state</span><span class="p">):</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_state</span> <span class="o">!=</span> <span class="n">state</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">_state</span> <span class="o">=</span> <span class="n">state</span>
+            <span class="c1"># something really weird goes on here: if you try to close the session</span>
+            <span class="c1"># dag runs will end up detached</span>
+            <span class="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
+            <span class="n">DagStat</span><span class="o">.</span><span class="n">set_dirty</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
+
+    <span class="nd">@declared_attr</span>
+    <span class="k">def</span> <span class="nf">state</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">return</span> <span class="n">synonym</span><span class="p">(</span><span class="s1">&#39;_state&#39;</span><span class="p">,</span>
+                       <span class="n">descriptor</span><span class="o">=</span><span class="nb">property</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">get_state</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">set_state</span><span class="p">))</span>
+
     <span class="nd">@classmethod</span>
     <span class="k">def</span> <span class="nf">id_for_date</span><span class="p">(</span><span class="n">cls</span><span class="p">,</span> <span class="n">date</span><span class="p">,</span> <span class="n">prefix</span><span class="o">=</span><span class="n">ID_FORMAT_PREFIX</span><span class="p">):</span>
         <span class="k">return</span> <span class="n">prefix</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">date</span><span class="o">.</span><span class="n">isoformat</span><span class="p">()[:</span><span class="mi">19</span><span class="p">])</span>
 
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">refresh_from_db</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">refresh_from_db</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Reloads the current dagrun from the database</span>
 <span class="sd">        :param session: database session</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">DR</span> <span class="o">=</span> <span class="n">DagRun</span>
 
+        <span class="n">exec_date</span> <span class="o">=</span> <span class="n">func</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">,</span> <span class="n">DateTime</span><span class="p">)</span>
+
         <span class="n">dr</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DR</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
             <span class="n">DR</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
-            <span class="n">DR</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">,</span>
+            <span class="n">func</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">DR</span><span class="o">.</span><span class="n">execution_date</span><span class="p">,</span> <span class="n">DateTime</span><span class="p">)</span> <span class="o">==</span> <span class="n">exec_date</span><span class="p">,</span>
             <span class="n">DR</span><span class="o">.</span><span class="n">run_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span>
         <span class="p">)</span><span class="o">.</span><span class="n">one</span><span class="p">()</span>
-        <span class="k">if</span> <span class="n">dr</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="n">dr</span><span class="o">.</span><span class="n">id</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">dr</span><span class="o">.</span><span class="n">state</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">id</span> <span class="o">=</span> <span class="n">dr</span><span class="o">.</span><span class="n">id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">dr</span><span class="o">.</span><span class="n">state</span>
 
     <span class="nd">@staticmethod</span>
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">find</span><span class="p">(</span><span class="n">dag_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">run_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">execution_date</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-             <span class="n">state</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">external_trigger</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">find</span><span class="p">(</span><span class="n">dag_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">run_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">execution_date</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+             <span class="n">state</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">external_trigger</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns a set of dag runs for the given search criteria.</span>
 <span class="sd">        :param dag_id: the dag_id to find dag runs for</span>
@@ -3813,7 +4046,10 @@
         <span class="k">if</span> <span class="n">run_id</span><span class="p">:</span>
             <span class="n">qry</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DR</span><span class="o">.</span><span class="n">run_id</span> <span class="o">==</span> <span class="n">run_id</span><span class="p">)</span>
         <span class="k">if</span> <span class="n">execution_date</span><span class="p">:</span>
-            <span class="n">qry</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DR</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">==</span> <span class="n">execution_date</span><span class="p">)</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">execution_date</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
+                <span class="n">qry</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DR</span><span class="o">.</span><span class="n">execution_date</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">execution_date</span><span class="p">))</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">qry</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DR</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">==</span> <span class="n">execution_date</span><span class="p">)</span>
         <span class="k">if</span> <span class="n">state</span><span class="p">:</span>
             <span class="n">qry</span> <span class="o">=</span> <span class="n">qry</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DR</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">state</span><span class="p">)</span>
         <span class="k">if</span> <span class="n">external_trigger</span><span class="p">:</span>
@@ -3824,7 +4060,7 @@
         <span class="k">return</span> <span class="n">dr</span>
 
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">get_task_instances</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">get_task_instances</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns the task instances for this dag run</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -3838,10 +4074,10 @@
                 <span class="n">tis</span> <span class="o">=</span> <span class="n">tis</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">TI</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">state</span><span class="p">)</span>
             <span class="k">else</span><span class="p">:</span>
                 <span class="c1"># this is required to deal with NULL values</span>
-                <span class="k">if</span> <span class="bp">None</span> <span class="ow">in</span> <span class="n">state</span><span class="p">:</span>
-                    <span class="n">tis</span> <span class="o">=</span> <span class="n">tis</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">or_</span><span class="p">(</span>
-                        <span class="n">TI</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">state</span><span class="p">),</span>
-                        <span class="n">TI</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">is_</span><span class="p">(</span><span class="bp">None</span><span class="p">))</span>
+                <span class="k">if</span> <span class="kc">None</span> <span class="ow">in</span> <span class="n">state</span><span class="p">:</span>
+                    <span class="n">tis</span> <span class="o">=</span> <span class="n">tis</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
+                        <span class="n">or_</span><span class="p">(</span><span class="n">TI</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">state</span><span class="p">),</span>
+                            <span class="n">TI</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">is_</span><span class="p">(</span><span class="kc">None</span><span class="p">))</span>
                     <span class="p">)</span>
                 <span class="k">else</span><span class="p">:</span>
                     <span class="n">tis</span> <span class="o">=</span> <span class="n">tis</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">TI</span><span class="o">.</span><span class="n">state</span><span class="o">.</span><span class="n">in_</span><span class="p">(</span><span class="n">state</span><span class="p">))</span>
@@ -3849,7 +4085,7 @@
         <span class="k">return</span> <span class="n">tis</span><span class="o">.</span><span class="n">all</span><span class="p">()</span>
 
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">get_task_instance</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task_id</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">get_task_instance</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">task_id</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns the task instance specified by task_id for this dag run</span>
 <span class="sd">        :param task_id: the task id</span>
@@ -3866,18 +4102,39 @@
 
     <span class="k">def</span> <span class="nf">get_dag</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Returns the Dag associated with this DagRun</span>
-<span class="sd">        :param session: database session</span>
+<span class="sd">        Returns the Dag associated with this DagRun.</span>
+
 <span class="sd">        :return: DAG</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;The DAG (.dag) for {} needs to be set&quot;</span>
+            <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;The DAG (.dag) for </span><span class="si">{}</span><span class="s2"> needs to be set&quot;</span>
                                    <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
 
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag</span>
 
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">update_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">get_previous_dagrun</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;The previous DagRun, if there is one&quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagRun</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
+            <span class="n">DagRun</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
+            <span class="n">DagRun</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span>
+        <span class="p">)</span><span class="o">.</span><span class="n">order_by</span><span class="p">(</span>
+            <span class="n">DagRun</span><span class="o">.</span><span class="n">execution_date</span><span class="o">.</span><span class="n">desc</span><span class="p">()</span>
+        <span class="p">)</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
+
+    <span class="nd">@provide_session</span>
+    <span class="k">def</span> <span class="nf">get_previous_scheduled_dagrun</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;The previous, SCHEDULED DagRun, if there is one&quot;&quot;&quot;</span>
+        <span class="n">dag</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_dag</span><span class="p">()</span>
+
+        <span class="k">return</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagRun</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
+            <span class="n">DagRun</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span>
+            <span class="n">DagRun</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">==</span> <span class="n">dag</span><span class="o">.</span><span class="n">previous_schedule</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">)</span>
+        <span class="p">)</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
+
+    <span class="nd">@provide_session</span>
+    <span class="k">def</span> <span class="nf">update_state</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Determines the overall state of the DagRun based on the state</span>
 <span class="sd">        of its TaskInstances.</span>
@@ -3887,10 +4144,10 @@
         <span class="n">dag</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_dag</span><span class="p">()</span>
         <span class="n">tis</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_task_instances</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</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;Updating state for {} considering {} task(s)&quot;</span>
+        <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Updating state for </span><span class="si">{}</span><span class="s2"> considering </span><span class="si">{}</span><span class="s2"> task(s)&quot;</span>
                      <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">tis</span><span class="p">)))</span>
 
-        <span class="k">for</span> <span class="n">ti</span> <span class="ow">in</span> <span class="n">tis</span><span class="p">:</span>
+        <span class="k">for</span> <span class="n">ti</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">tis</span><span class="p">):</span>
             <span class="c1"># skip in db?</span>
             <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">state</span> <span class="o">==</span> <span class="n">State</span><span class="o">.</span><span class="n">REMOVED</span><span class="p">:</span>
                 <span class="n">tis</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">ti</span><span class="p">)</span>
@@ -3905,38 +4162,42 @@
             <span class="n">session</span><span class="o">=</span><span class="n">session</span>
         <span class="p">)</span>
         <span class="n">none_depends_on_past</span> <span class="o">=</span> <span class="nb">all</span><span class="p">(</span><span class="ow">not</span> <span class="n">t</span><span class="o">.</span><span class="n">task</span><span class="o">.</span><span class="n">depends_on_past</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">unfinished_tasks</span><span class="p">)</span>
-
         <span class="c1"># small speed up</span>
         <span class="k">if</span> <span class="n">unfinished_tasks</span> <span class="ow">and</span> <span class="n">none_depends_on_past</span><span class="p">:</span>
             <span class="c1"># todo: this can actually get pretty slow: one task costs between 0.01-015s</span>
-            <span class="n">no_dependencies_met</span> <span class="o">=</span> <span class="nb">all</span><span class="p">(</span><span class="ow">not</span> <span class="n">t</span><span class="o">.</span><span class="n">are_dependencies_met</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
-                                      <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">unfinished_tasks</span><span class="p">)</span>
+            <span class="n">no_dependencies_met</span> <span class="o">=</span> <span class="nb">all</span><span class="p">(</span>
+                <span class="c1"># Use a special dependency context that ignores task&#39;s up for retry</span>
+                <span class="c1"># dependency, since a task that is up for retry is not necessarily</span>
+                <span class="c1"># deadlocked.</span>
+                <span class="ow">not</span> <span class="n">t</span><span class="o">.</span><span class="n">are_dependencies_met</span><span class="p">(</span><span class="n">dep_context</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">DEADLOCK_CHECK_DEP_CONTEXT</span><span class="p">,</span>
+                                           <span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
+                <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">unfinished_tasks</span><span class="p">)</span>
 
         <span class="n">duration</span> <span class="o">=</span> <span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span> <span class="o">-</span> <span class="n">start_dttm</span><span class="p">)</span><span class="o">.</span><span class="n">total_seconds</span><span class="p">()</span> <span class="o">*</span> <span class="mi">1000</span>
-        <span class="n">Stats</span><span class="o">.</span><span class="n">timing</span><span class="p">(</span><span class="s2">&quot;dagrun.dependency-check.{}.{}&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">dag_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">),</span> <span class="n">duration</span><span class="p">)</span>
+        <span class="n">Stats</span><span class="o">.</span><span class="n">timing</span><span class="p">(</span><span class="s2">&quot;dagrun.dependency-check.</span><span class="si">{}</span><span class="s2">.</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span>
+                     <span class="nb">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">execution_date</span><span class="p">),</span> <span class="n">duration</span><span class="p">)</span>
 
         <span class="c1"># future: remove the check on adhoc tasks (=active_tasks)</span>
         <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">tis</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">dag</span><span class="o">.</span><span class="n">active_tasks</span><span class="p">):</span>
-            <span class="c1"># if any roots failed, the run failed</span>
             <span class="n">root_ids</span> <span class="o">=</span> <span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">task_id</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">dag</span><span class="o">.</span><span class="n">roots</span><span class="p">]</span>
             <span class="n">roots</span> <span class="o">=</span> <span class="p">[</span><span class="n">t</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">tis</span> <span class="k">if</span> <span class="n">t</span><span class="o">.</span><span class="n">task_id</span> <span class="ow">in</span> <span class="n">root_ids</span><span class="p">]</span>
 
-            <span class="k">if</span> <span class="nb">any</span><span class="p">(</span><span class="n">r</span><span class="o">.</span><span class="n">state</span> <span class="ow">in</span> <span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">FAILED</span><span class="p">,</span>  <span class="n">State</span><span class="o">.</span><span class="n">UPSTREAM_FAILED</span><span class="p">)</span>
-                   <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">roots</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;Marking run {} failed&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
+            <span class="c1"># if all roots finished and at least on failed, the run failed</span>
+            <span class="k">if</span> <span class="p">(</span><span class="ow">not</span> <span class="n">unfinished_tasks</span> <span class="ow">and</span>
+                    <span class="nb">any</span><span class="p">(</span><span class="n">r</span><span class="o">.</span><span class="n">state</span> <span class="ow">in</span> <span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">FAILED</span><span class="p">,</span> <span class="n">State</span><span class="o">.</span><span class="n">UPSTREAM_FAILED</span><span class="p">)</span> <span class="k">for</span> <span class="n">r</span> <span class="ow">in< [...]
+                <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Marking run </span><span class="si">{}</span><span class="s1"> failed&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">FAILED</span>
 
             <span class="c1"># if all roots succeeded, the run succeeded</span>
             <span class="k">elif</span> <span class="nb">all</span><span class="p">(</span><span class="n">r</span><span class="o">.</span><span class="n">state</span> <span class="ow">in</span> <span class="p">(</span><span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span><span class="p">,</span> <span class="n">State</span><span class="o">.</span><span class="n">SKIPPED</span><span class="p">)</span>
                      <span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">roots</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;Marking run {} successful&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</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;Marking run </span><span class="si">{}</span><span class="s1"> successful&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span>
 
             <span class="c1"># if *all tasks* are deadlocked, the run failed</span>
             <span class="k">elif</span> <span class="n">unfinished_tasks</span> <span class="ow">and</span> <span class="n">none_depends_on_past</span> <span class="ow">and</span> <span class="n">no_dependencies_met</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;Deadlock; marking run {} failed&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
+                    <span class="s1">&#39;Deadlock; marking run </span><span class="si">{}</span><span class="s1"> failed&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="p">))</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">state</span> <span class="o">=</span> <span class="n">State</span><span class="o">.</span><span class="n">FAILED</span>
 
             <span class="c1"># finally, if the roots aren&#39;t done, the dag is still running</span>
@@ -3950,7 +4211,7 @@
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">state</span>
 
     <span class="nd">@provide_session</span>
-    <span class="k">def</span> <span class="nf">verify_integrity</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">verify_integrity</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Verifies the DagRun by checking for removed tasks or tasks that are not in the</span>
 <span class="sd">        database yet. It will set state to removed or add the task if required.</span>
@@ -4012,17 +4273,24 @@
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">qry</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DagRun</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span>
             <span class="n">DagRun</span><span class="o">.</span><span class="n">dag_id</span> <span class="o">==</span> <span class="n">dag_id</span><span class="p">,</span>
-            <span class="n">DagRun</span><span class="o">.</span><span class="n">external_trigger</span> <span class="o">==</span> <span class="bp">False</span><span class="p">,</span>
+            <span class="n">DagRun</span><span class="o">.</span><span class="n">external_trigger</span> <span class="o">==</span> <span class="kc">False</span><span class="p">,</span>
             <span class="n">DagRun</span><span class="o">.</span><span class="n">execution_date</span> <span class="o">==</span> <span class="n">execution_date</span><span class="p">,</span>
         <span class="p">)</span>
         <span class="k">return</span> <span class="n">qry</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
 
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">is_backfill</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">if</span> <span class="s2">&quot;backfill&quot;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span><span class="p">:</span>
+            <span class="k">return</span> <span class="kc">True</span>
+
+        <span class="k">return</span> <span class="kc">False</span>
+
 
 <span class="k">class</span> <span class="nc">Pool</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;slot_pool&quot;</span>
 
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-    <span class="n">pool</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">unique</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">pool</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">unique</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">slots</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
     <span class="n">description</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Text</span><span class="p">)</span>
 
@@ -4062,7 +4330,8 @@
 <span class="sd">        Returns the number of slots open at the moment</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">used_slots</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">used_slots</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">slots</span> <span class="o">-</span> <span class="n">used_slots</span>
+        <span class="n">queued_slots</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">queued_slots</span><span class="p">(</span><span class="n">session</span><span class="o">=</span><span class="n">session</span><span class="p">)</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">slots</span> <span class="o">-</span> <span class="n">used_slots</span> <span class="o">-</span> <span class="n">queued_slots</span>
 
 
 <span class="k">class</span> <span class="nc">SlaMiss</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
@@ -4073,13 +4342,13 @@
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;sla_miss&quot;</span>
 
-    <span class="n">task_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-    <span class="n">execution_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
-    <span class="n">email_sent</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+    <span class="n">task_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">dag_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="n">ID_LEN</span><span class="p">),</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">execution_date</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+    <span class="n">email_sent</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
     <span class="n">timestamp</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
     <span class="n">description</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Text</span><span class="p">)</span>
-    <span class="n">notification_sent</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
+    <span class="n">notification_sent</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Boolean</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="nb">str</span><span class="p">((</span>
@@ -4088,13 +4357,16 @@
 
 <span class="k">class</span> <span class="nc">ImportError</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span>
     <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">&quot;import_error&quot;</span>
-    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
+    <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
     <span class="n">timestamp</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">DateTime</span><span class="p">)</span>
     <span class="n">filename</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">1024</span><span class="p">))</span>
     <span class="n">stacktrace</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Text</span><span class="p">)</span>
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -4127,7 +4399,8 @@
             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>
diff --git a/_modules/airflow/operators/sensors.html b/_modules/airflow/operators/sensors.html
index 3b716d3..6d51369 100644
--- a/_modules/airflow/operators/sensors.html
+++ b/_modules/airflow/operators/sensors.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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.sensors</li>
+        
+      <li>airflow.operators.sensors</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,24 +176,27 @@
 <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">__future__</span> <span class="kn">import</span> <span class="n">print_function</span>
-<span class="kn">from</span> <span class="nn">future</span> <span class="kn">import</span> <span class="n">standard_library</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="k">import</span> <span class="n">print_function</span>
+<span class="kn">from</span> <span class="nn">future</span> <span class="k">import</span> <span class="n">standard_library</span>
 <span class="n">standard_library</span><span class="o">.</span><span class="n">install_aliases</span><span class="p">()</span>
-<span class="kn">from</span> <span class="nn">builtins</span> <span class="kn">import</span> <span class="nb">str</span>
-<span class="kn">from</span> <span class="nn">past.builtins</span> <span class="kn">import</span> <span class="nb">basestring</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</span>
+<span class="kn">from</span> <span class="nn">past.builtins</span> <span class="k">import</span> <span class="n">basestring</span>
 
-<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span>
 <span class="kn">import</span> <span class="nn">logging</span>
-<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="kn">import</span> <span class="n">urlparse</span>
-<span class="kn">from</span> <span class="nn">time</span> <span class="kn">import</span> <span class="n">sleep</span>
+<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="k">import</span> <span class="n">urlparse</span>
+<span class="kn">from</span> <span class="nn">time</span> <span class="k">import</span> <span class="n">sleep</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">import</span> <span class="nn">sys</span>
 
 <span class="kn">import</span> <span class="nn">airflow</span>
-<span class="kn">from</span> <span class="nn">airflow</span> <span class="kn">import</span> <span class="n">hooks</span><span class="p">,</span> <span class="n">settings</span>
-<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="kn">import</span> <span class="n">AirflowException</span><span class="p">,</span> <span class="n">AirflowSensorTimeout</span><span class="p">,</span> <span class="n">AirflowSkipException</span>
-<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="kn">import</span> <span class="n">BaseOperator</span><span class="p">,</span> <span class="n">TaskInstance</span><span class="p">,</span> <span class="n">Connection</span> <span class="k">as</span> <span class="n">DB</span>
-<span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="kn">import</span> <span class="n">BaseHook</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="kn">import</span> <span class="n">State</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</span> <span class="k">import</span> <span class="n">hooks</span><span class="p">,</span> <span class="n">settings</span>
+<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span><span class="p">,</span> <span class="n">AirflowSensorTimeout</span><span class="p">,</span> <span class="n">AirflowSkipException</span>
+<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">BaseOperator</span><span class="p">,</span> <span class="n">TaskInstance</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="k">import</span> <span class="n">BaseHook</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.hdfs_hook</span> <span class="k">import</span> <span class="n">HDFSHook</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="k">import</span> <span class="n">State</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="BaseSensorOperator"><a class="viewcode-back" href="../../../code.html#airflow.operators.sensors.BaseSensorOperator">[docs]</a><span class="k">class</span> <span class="nc">BaseSensorOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
@@ -193,7 +221,7 @@
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">poke_interval</span><span class="o">=</span><span class="mi">60</span><span class="p">,</span>
             <span class="n">timeout</span><span class="o">=</span><span class="mi">60</span><span class="o">*</span><span class="mi">60</span><span class="o">*</span><span class="mi">24</span><span class="o">*</span><span class="mi">7</span><span class="p">,</span>
-            <span class="n">soft_fail</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
+            <span class="n">soft_fail</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">BaseSensorOperator</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="bp">self</span><span class="o">.</span><span class="n">poke_interval</span> <span class="o">=</span> <span class="n">poke_interval</span>
@@ -245,13 +273,13 @@
         <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Poking: &#39;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">sql</span><span class="p">)</span>
         <span class="n">records</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">get_records</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sql</span><span class="p">)</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="n">records</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">False</span>
+            <span class="k">return</span> <span class="kc">False</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">records</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span> <span class="ow">in</span> <span class="p">(</span><span class="s1">&#39;0&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,):</span>
-                <span class="k">return</span> <span class="bp">False</span>
+                <span class="k">return</span> <span class="kc">False</span>
             <span class="k">else</span><span class="p">:</span>
-                <span class="k">return</span> <span class="bp">True</span>
-            <span class="k">print</span><span class="p">(</span><span class="n">records</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
+                <span class="k">return</span> <span class="kc">True</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">records</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
 
 
 <span class="k">class</span> <span class="nc">MetastorePartitionSensor</span><span class="p">(</span><span class="n">SqlSensor</span><span class="p">):</span>
@@ -286,13 +314,18 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">partition_name</span> <span class="o">=</span> <span class="n">partition_name</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">schema</span> <span class="o">=</span> <span class="n">schema</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">first_poke</span> <span class="o">=</span> <span class="bp">True</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">first_poke</span> <span class="o">=</span> <span class="kc">True</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span> <span class="o">=</span> <span class="n">mysql_conn_id</span>
+        <span class="c1"># TODO(aoen): We shouldn&#39;t be using SqlSensor here but MetastorePartitionSensor.</span>
+        <span class="c1"># The problem is the way apply_defaults works isn&#39;t compatible with inheritance.</span>
+        <span class="c1"># The inheritance model needs to be reworked in order to support overriding args/</span>
+        <span class="c1"># kwargs with arguments here, then &#39;conn_id&#39; and &#39;sql&#39; can be passed into the</span>
+        <span class="c1"># constructor below and apply_defaults will no longer throw an exception.</span>
         <span class="nb">super</span><span class="p">(</span><span class="n">SqlSensor</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="k">def</span> <span class="nf">poke</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="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">first_poke</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">first_poke</span> <span class="o">=</span> <span class="bp">False</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">first_poke</span> <span class="o">=</span> <span class="kc">False</span>
             <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</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">schema</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">sql</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
@@ -301,9 +334,9 @@
 <span class="s2">            LEFT OUTER JOIN TBLS B0 ON A0.TBL_ID = B0.TBL_ID</span>
 <span class="s2">            LEFT OUTER JOIN DBS C0 ON B0.DB_ID = C0.DB_ID</span>
 <span class="s2">            WHERE</span>
-<span class="s2">                B0.TBL_NAME = &#39;{self.table}&#39; AND</span>
-<span class="s2">                C0.NAME = &#39;{self.schema}&#39; AND</span>
-<span class="s2">                A0.PART_NAME = &#39;{self.partition_name}&#39;;</span>
+<span class="s2">                B0.TBL_NAME = &#39;</span><span class="si">{self.table}</span><span class="s2">&#39; AND</span>
+<span class="s2">                C0.NAME = &#39;</span><span class="si">{self.schema}</span><span class="s2">&#39; AND</span>
+<span class="s2">                A0.PART_NAME = &#39;</span><span class="si">{self.partition_name}</span><span class="s2">&#39;;</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="bp">self</span><span class="p">)</span>
         <span class="k">return</span> <span class="nb">super</span><span class="p">(</span><span class="n">MetastorePartitionSensor</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">poke</span><span class="p">(</span><span class="n">context</span><span class="p">)</span>
 
@@ -338,13 +371,13 @@
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">external_dag_id</span><span class="p">,</span>
             <span class="n">external_task_id</span><span class="p">,</span>
-            <span class="n">allowed_states</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">execution_delta</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">execution_date_fn</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">allowed_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">execution_delta</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">execution_date_fn</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">ExternalTaskSensor</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="bp">self</span><span class="o">.</span><span class="n">allowed_states</span> <span class="o">=</span> <span class="n">allowed_states</span> <span class="ow">or</span> <span class="p">[</span><span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span><span class="p">]</span>
-        <span class="k">if</span> <span class="n">execution_delta</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span> <span class="ow">and</span> <span class="n">execution_date_fn</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">execution_delta</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">execution_date_fn</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
                 <span class="s1">&#39;Only one of `execution_date` or `execution_date_fn` may&#39;</span>
                 <span class="s1">&#39;be provided to ExternalTaskSensor; not both.&#39;</span><span class="p">)</span>
@@ -364,9 +397,9 @@
 
         <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
             <span class="s1">&#39;Poking for &#39;</span>
-            <span class="s1">&#39;{self.external_dag_id}.&#39;</span>
-            <span class="s1">&#39;{self.external_task_id} on &#39;</span>
-            <span class="s1">&#39;{dttm} ... &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
+            <span class="s1">&#39;</span><span class="si">{self.external_dag_id}</span><span class="s1">.&#39;</span>
+            <span class="s1">&#39;</span><span class="si">{self.external_task_id}</span><span class="s1"> on &#39;</span>
+            <span class="s1">&#39;</span><span class="si">{dttm}</span><span class="s1"> ... &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="n">TI</span> <span class="o">=</span> <span class="n">TaskInstance</span>
 
         <span class="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
@@ -406,22 +439,23 @@
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">partition_names</span><span class="p">,</span>
             <span class="n">metastore_conn_id</span><span class="o">=</span><span class="s1">&#39;metastore_default&#39;</span><span class="p">,</span>
-            <span class="n">poke_interval</span><span class="o">=</span><span class="mi">60</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
+            <span class="n">poke_interval</span><span class="o">=</span><span class="mi">60</span> <span class="o">*</span> <span class="mi">3</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">NamedHivePartitionSensor</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="n">poke_interval</span><span class="o">=</span><span class="n">poke_interval</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="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">partition_names</span><span class="p">,</span> <span class="nb">basestring</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">partition_names</span><span class="p">,</span> <span class="n">basestring</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s1">&#39;partition_names must be an array of strings&#39;</span><span class="p">)</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">metastore_conn_id</span> <span class="o">=</span> <span class="n">metastore_conn_id</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">partition_names</span> <span class="o">=</span> <span class="n">partition_names</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">next_poke_idx</span> <span class="o">=</span> <span class="mi">0</span>
 
+    <span class="nd">@classmethod</span>
     <span class="k">def</span> <span class="nf">parse_partition_name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">partition</span><span class="p">):</span>
         <span class="k">try</span><span class="p">:</span>
-            <span class="n">schema</span><span class="p">,</span> <span class="n">table_partition</span> <span class="o">=</span> <span class="n">partition</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)</span>
+            <span class="n">schema</span><span class="p">,</span> <span class="n">table_partition</span> <span class="o">=</span> <span class="n">partition</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
             <span class="n">table</span><span class="p">,</span> <span class="n">partition</span> <span class="o">=</span> <span class="n">table_partition</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
             <span class="k">return</span> <span class="n">schema</span><span class="p">,</span> <span class="n">table</span><span class="p">,</span> <span class="n">partition</span>
         <span class="k">except</span> <span class="ne">ValueError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
@@ -430,7 +464,7 @@
     <span class="k">def</span> <span class="nf">poke</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="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;hook&#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">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">hive_hooks</span><span class="o">.</span><span class="n">HiveMetastoreHook</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">hooks</span><span class="o">.</span><span class="n">HiveMetastoreHook</span><span class="p">(</span>
                 <span class="n">metastore_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">metastore_conn_id</span><span class="p">)</span>
 
         <span class="k">def</span> <span class="nf">poke_partition</span><span class="p">(</span><span class="n">partition</span><span class="p">):</span>
@@ -438,7 +472,7 @@
             <span class="n">schema</span><span class="p">,</span> <span class="n">table</span><span class="p">,</span> <span class="n">partition</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">parse_partition_name</span><span class="p">(</span><span class="n">partition</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;Poking for {schema}.{table}/{partition}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
+                <span class="s1">&#39;Poking for </span><span class="si">{schema}</span><span class="s1">.</span><span class="si">{table}</span><span class="s1">/</span><span class="si">{partition}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
             <span class="p">)</span>
             <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="o">.</span><span class="n">check_for_named_partition</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">partition</span><span class="p">)</span>
@@ -447,9 +481,9 @@
             <span class="k">if</span> <span class="n">poke_partition</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">partition_names</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">next_poke_idx</span><span class="p">]):</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">next_poke_idx</span> <span class="o">+=</span> <span class="mi">1</span>
             <span class="k">else</span><span class="p">:</span>
-                <span class="k">return</span> <span class="bp">False</span>
+                <span class="k">return</span> <span class="kc">False</span>
 
-        <span class="k">return</span> <span class="bp">True</span>
+        <span class="k">return</span> <span class="kc">True</span>
 
 
 <span class="k">class</span> <span class="nc">HivePartitionSensor</span><span class="p">(</span><span class="n">BaseSensorOperator</span><span class="p">):</span>
@@ -496,10 +530,10 @@
         <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</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">schema</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</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;Poking for table {self.schema}.{self.table}, &#39;</span>
-            <span class="s1">&#39;partition {self.partition}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
+            <span class="s1">&#39;Poking for table </span><span class="si">{self.schema}</span><span class="s1">.</span><span class="si">{self.table}</span><span class="s1">, &#39;</span>
+            <span class="s1">&#39;partition </span><span class="si">{self.partition}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;hook&#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">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">hive_hooks</span><span class="o">.</span><span class="n">HiveMetastoreHook</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">hooks</span><span class="o">.</span><span class="n">HiveMetastoreHook</span><span class="p">(</span>
                 <span class="n">metastore_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">metastore_conn_id</span><span class="p">)</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="o">.</span><span class="n">check_for_partition</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">partition</span><span class="p">)</span>
@@ -510,29 +544,77 @@
 <span class="sd">    Waits for a file or folder to land in HDFS</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;filepath&#39;</span><span class="p">,)</span>
-    <span class="n">ui_color</span> <span class="o">=</span> <span class="s1">&#39;#4d9de0&#39;</span>
+    <span class="n">ui_color</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">WEB_COLORS</span><span class="p">[</span><span class="s1">&#39;LIGHTBLUE&#39;</span><span class="p">]</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">filepath</span><span class="p">,</span>
             <span class="n">hdfs_conn_id</span><span class="o">=</span><span class="s1">&#39;hdfs_default&#39;</span><span class="p">,</span>
+            <span class="n">ignored_ext</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;_COPYING_&#39;</span><span class="p">],</span>
+            <span class="n">ignore_copying</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">file_size</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">hook</span><span class="o">=</span><span class="n">HDFSHook</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">HdfsSensor</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="bp">self</span><span class="o">.</span><span class="n">filepath</span> <span class="o">=</span> <span class="n">filepath</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">hdfs_conn_id</span> <span class="o">=</span> <span class="n">hdfs_conn_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">file_size</span> <span class="o">=</span> <span class="n">file_size</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">ignored_ext</span> <span class="o">=</span> <span class="n">ignored_ext</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">ignore_copying</span> <span class="o">=</span> <span class="n">ignore_copying</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hook</span> <span class="o">=</span> <span class="n">hook</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">filter_for_filesize</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Will test the filepath result and test if its size is at least self.filesize</span>
+<span class="sd">        :param result: a list of dicts returned by Snakebite ls</span>
+<span class="sd">        :param size: the file size in MB a file should be at least to trigger True</span>
+<span class="sd">        :return: (bool) depending on the matching criteria</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">size</span><span class="p">:</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;Filtering for file size &gt;= </span><span class="si">%s</span><span class="s1"> in files: </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">size</span><span class="p">,</span> <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">: [...]
+            <span class="n">size</span> <span class="o">*=</span> <span class="n">settings</span><span class="o">.</span><span class="n">MEGABYTE</span>
+            <span class="n">result</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">result</span> <span class="k">if</span> <span class="n">x</span><span class="p">[</span><span class="s1">&#39;length&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">size</span><span class="p">]</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;HdfsSensor.poke: after size filter result is </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">result</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">result</span>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">filter_for_ignored_ext</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">ignored_ext</span><span class="p">,</span> <span class="n">ignore_copying</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Will filter if instructed to do so the result to remove matching criteria</span>
+<span class="sd">        :param result: (list) of dicts returned by Snakebite ls</span>
+<span class="sd">        :param ignored_ext: (list) of ignored extentions</span>
+<span class="sd">        :param ignore_copying: (bool) shall we ignore ?</span>
+<span class="sd">        :return:</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">ignore_copying</span><span class="p">:</span>
+            <span class="n">regex_builder</span> <span class="o">=</span> <span class="s2">&quot;^.*\.(</span><span class="si">%s</span><span class="s2">$)$&quot;</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="n">ignored_ext</span><span class="p">)</span>
+            <span class="n">ignored_extentions_regex</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">regex_builder</span><span class="p">)</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;Filtering result for ignored extentions: </span><span class="si">%s</span><span class="s1"> in files </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">ignored_extentions_regex</span><span class="o">.</span><span class="n">pattern</span><span class="p">,</span>
+                          <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="s1">&#39;path&#39;</span><span class="p">],</span> <span class="n">result</span><span class="p">))</span>
+            <span class="n">result</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">result</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">ignored_extentions_regex</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="s1">&#39;path&#39;</span><spa [...]
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;HdfsSensor.poke: after ext filter result is </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">result</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">result</span>
 
     <span class="k">def</span> <span class="nf">poke</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="kn">import</span> <span class="nn">airflow.hooks.hdfs_hook</span>
-        <span class="n">sb</span> <span class="o">=</span> <span class="n">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">hdfs_hook</span><span class="o">.</span><span class="n">HDFSHook</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hdfs_conn_id</span><span class="p">)</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
+        <span class="n">sb</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hdfs_conn_id</span><span class="p">)</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
         <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="s2">&quot;snakebite&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">setLevel</span><span class="p">(</span><span class="n">logging</span><span class="o">.</span><span class="n">WARNING</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;Poking for file {self.filepath} &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</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;Poking for file </span><span class="si">{self.filepath}</span><span class="s1"> &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="k">try</span><span class="p">:</span>
-            <span class="n">files</span> <span class="o">=</span> <span class="p">[</span><span class="n">f</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">sb</span><span class="o">.</span><span class="n">ls</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">filepath</span><span class="p">])]</span>
+            <span class="c1"># IMOO it&#39;s not right here, as there no raise of any kind.</span>
+            <span class="c1"># if the filepath is let&#39;s say &#39;/data/mydirectory&#39;, it&#39;s correct but if it is &#39;/data/mydirectory/*&#39;,</span>
+            <span class="c1"># it&#39;s not correct as the directory exists and sb does not raise any error</span>
+            <span class="c1"># here is a quick fix</span>
+            <span class="n">result</span> <span class="o">=</span> <span class="p">[</span><span class="n">f</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">sb</span><span class="o">.</span><span class="n">ls</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">filepath</span><span class="p">],</span> <span class="n">include_toplevel</span><span class="o">=</span><span class="kc">False</sp [...]
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;HdfsSensor.poke: result is </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">result</span><span class="p">)</span>
+            <span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">filter_for_ignored_ext</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">ignored_ext</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">ignore_copying</span><span class="p">)</span>
+            <span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">filter_for_filesize</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">file_size</span><span class="p">)</span>
+            <span class="k">return</span> <span class="nb">bool</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
         <span class="k">except</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">False</span>
-        <span class="k">return</span> <span class="bp">True</span>
+            <span class="n">e</span> <span class="o">=</span> <span class="n">sys</span><span class="o">.</span><span class="n">exc_info</span><span class="p">()</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Caught an exception !: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">))</span>
+            <span class="k">return</span> <span class="kc">False</span>
 
 
 <span class="k">class</span> <span class="nc">WebHdfsSensor</span><span class="p">(</span><span class="n">BaseSensorOperator</span><span class="p">):</span>
@@ -554,7 +636,7 @@
     <span class="k">def</span> <span class="nf">poke</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">c</span> <span class="o">=</span> <span class="n">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">webhdfs_hook</span><span class="o">.</span><span class="n">WebHDFSHook</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">webhdfs_conn_id</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;Poking for file {self.filepath} &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
+            <span class="s1">&#39;Poking for file </span><span class="si">{self.filepath}</span><span class="s1"> &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="k">return</span> <span class="n">c</span><span class="o">.</span><span class="n">check_for_path</span><span class="p">(</span><span class="n">hdfs_path</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">filepath</span><span class="p">)</span>
 
 
@@ -580,17 +662,13 @@
     <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">bucket_key</span><span class="p">,</span>
-            <span class="n">bucket_name</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">wildcard_match</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
+            <span class="n">bucket_name</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">wildcard_match</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
             <span class="n">s3_conn_id</span><span class="o">=</span><span class="s1">&#39;s3_default&#39;</span><span class="p">,</span>
             <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="nb">super</span><span class="p">(</span><span class="n">S3KeySensor</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="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
-        <span class="n">db</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DB</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DB</span><span class="o">.</span><span class="n">conn_id</span> <span class="o">==</span> <span class="n">s3_conn_id</span><span class="p">)</span><span class="o">.</span><span class="n [...]
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">db</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;conn_id doesn&#39;t exist in the repository&quot;</span><span class="p">)</span>
         <span class="c1"># Parse</span>
-        <span class="k">if</span> <span class="n">bucket_name</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">bucket_name</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">parsed_url</span> <span class="o">=</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">bucket_key</span><span class="p">)</span>
             <span class="k">if</span> <span class="n">parsed_url</span><span class="o">.</span><span class="n">netloc</span> <span class="o">==</span> <span class="s1">&#39;&#39;</span><span class="p">:</span>
                 <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">&#39;Please provide a bucket_name&#39;</span><span class="p">)</span>
@@ -604,14 +682,12 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">bucket_key</span> <span class="o">=</span> <span class="n">bucket_key</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">wildcard_match</span> <span class="o">=</span> <span class="n">wildcard_match</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">s3_conn_id</span> <span class="o">=</span> <span class="n">s3_conn_id</span>
-        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
-        <span class="n">session</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
 
     <span class="k">def</span> <span class="nf">poke</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="kn">import</span> <span class="nn">airflow.hooks.S3_hook</span>
         <span class="n">hook</span> <span class="o">=</span> <span class="n">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">S3_hook</span><span class="o">.</span><span class="n">S3Hook</span><span class="p">(</span><span class="n">s3_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">s3_conn_id</span><span class="p">)</span>
         <span class="n">full_url</span> <span class="o">=</span> <span class="s2">&quot;s3://&quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">bucket_name</span> <span class="o">+</span> <span class="s2">&quot;/&quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">bucket_key</span>
-        <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Poking for key : {full_url}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</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;Poking for key : </span><span class="si">{full_url}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">wildcard_match</span><span class="p">:</span>
             <span class="k">return</span> <span class="n">hook</span><span class="o">.</span><span class="n">check_for_wildcard_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">bucket_key</span><span class="p">,</span>
                                                <span class="bp">self</span><span class="o">.</span><span class="n">bucket_name</span><span class="p">)</span>
@@ -645,22 +721,16 @@
             <span class="n">s3_conn_id</span><span class="o">=</span><span class="s1">&#39;s3_default&#39;</span><span class="p">,</span>
             <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="nb">super</span><span class="p">(</span><span class="n">S3PrefixSensor</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="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
-        <span class="n">db</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DB</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DB</span><span class="o">.</span><span class="n">conn_id</span> <span class="o">==</span> <span class="n">s3_conn_id</span><span class="p">)</span><span class="o">.</span><span class="n [...]
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">db</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;conn_id doesn&#39;t exist in the repository&quot;</span><span class="p">)</span>
         <span class="c1"># Parse</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">bucket_name</span> <span class="o">=</span> <span class="n">bucket_name</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">delimiter</span> <span class="o">=</span> <span class="n">delimiter</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">full_url</span> <span class="o">=</span> <span class="s2">&quot;s3://&quot;</span> <span class="o">+</span> <span class="n">bucket_name</span> <span class="o">+</span> <span class="s1">&#39;/&#39;</span> <span class="o">+</span> <span class="n">prefix</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">s3_conn_id</span> <span class="o">=</span> <span class="n">s3_conn_id</span>
-        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
-        <span class="n">session</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
 
     <span class="k">def</span> <span class="nf">poke</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;Poking for prefix : {self.prefix}</span><span class="se">\n</span><span class="s1">&#39;</span>
-                     <span class="s1">&#39;in bucket s3://{self.bucket_name}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</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;Poking for prefix : </span><span class="si">{self.prefix}</span><span class="se">\n</span><span class="s1">&#39;</span>
+                     <span class="s1">&#39;in bucket s3://</span><span class="si">{self.bucket_name}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="kn">import</span> <span class="nn">airflow.hooks.S3_hook</span>
         <span class="n">hook</span> <span class="o">=</span> <span class="n">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">S3_hook</span><span class="o">.</span><span class="n">S3Hook</span><span class="p">(</span><span class="n">s3_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">s3_conn_id</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">hook</span><span class="o">.</span><span class="n">check_for_prefix</span><span class="p">(</span>
@@ -685,7 +755,7 @@
 
     <span class="k">def</span> <span class="nf">poke</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;Checking if the time ({0}) has come&#39;</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">target_time</span><span class="p">))</span>
+            <span class="s1">&#39;Checking if the time (</span><span class="si">{0}</span><span class="s1">) has come&#39;</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">target_time</span><span class="p">))</span>
         <span class="k">return</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">target_time</span>
 
 
@@ -710,7 +780,7 @@
         <span class="n">dag</span> <span class="o">=</span> <span class="n">context</span><span class="p">[</span><span class="s1">&#39;dag&#39;</span><span class="p">]</span>
         <span class="n">target_dttm</span> <span class="o">=</span> <span class="n">dag</span><span class="o">.</span><span class="n">following_schedule</span><span class="p">(</span><span class="n">context</span><span class="p">[</span><span class="s1">&#39;execution_date&#39;</span><span class="p">])</span>
         <span class="n">target_dttm</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">delta</span>
-        <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Checking if the time ({0}) has come&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">target_dttm</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;Checking if the time (</span><span class="si">{0}</span><span class="s1">) has come&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">target_dttm</span><span class="p">))</span>
         <span class="k">return</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span> <span class="o">&gt;</span> <span class="n">target_dttm</span>
 
 
@@ -736,16 +806,16 @@
 <span class="sd">        depends on the option that&#39;s being modified.</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;endpoint&#39;</span><span class="p">,)</span>
+    <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;endpoint&#39;</span><span class="p">,</span> <span class="s1">&#39;params&#39;</span><span class="p">)</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">endpoint</span><span class="p">,</span>
                  <span class="n">http_conn_id</span><span class="o">=</span><span class="s1">&#39;http_default&#39;</span><span class="p">,</span>
-                 <span class="n">params</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                 <span class="n">headers</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                 <span class="n">response_check</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                 <span class="n">extra_options</span><span class="o">=</span><span class="bp">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="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">headers</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">response_check</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">extra_options</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">HttpSensor</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="bp">self</span><span class="o">.</span><span class="n">endpoint</span> <span class="o">=</span> <span class="n">endpoint</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">http_conn_id</span> <span class="o">=</span> <span class="n">http_conn_id</span>
@@ -768,14 +838,17 @@
                 <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">response_check</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
         <span class="k">except</span> <span class="n">AirflowException</span> <span class="k">as</span> <span class="n">ae</span><span class="p">:</span>
             <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">ae</span><span class="p">)</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;404&quot;</span><span class="p">):</span>
-                <span class="k">return</span> <span class="bp">False</span>
+                <span class="k">return</span> <span class="kc">False</span>
 
             <span class="k">raise</span> <span class="n">ae</span>
 
-        <span class="k">return</span> <span class="bp">True</span>
+        <span class="k">return</span> <span class="kc">True</span>
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -808,7 +881,8 @@
             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>
diff --git a/_modules/bash_operator.html b/_modules/bash_operator.html
index 9877b4a..045c47e 100644
--- a/_modules/bash_operator.html
+++ b/_modules/bash_operator.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>bash_operator</li>
+        
+      <li>bash_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -152,15 +177,17 @@
 <span class="c1"># limitations under the License.</span>
 
 
-<span class="kn">from</span> <span class="nn">builtins</span> <span class="kn">import</span> <span class="nb">bytes</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">bytes</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">signal</span>
 <span class="kn">import</span> <span class="nn">logging</span>
-<span class="kn">from</span> <span class="nn">subprocess</span> <span class="kn">import</span> <span class="n">Popen</span><span class="p">,</span> <span class="n">STDOUT</span><span class="p">,</span> <span class="n">PIPE</span>
-<span class="kn">from</span> <span class="nn">tempfile</span> <span class="kn">import</span> <span class="n">gettempdir</span><span class="p">,</span> <span class="n">NamedTemporaryFile</span>
+<span class="kn">from</span> <span class="nn">subprocess</span> <span class="k">import</span> <span class="n">Popen</span><span class="p">,</span> <span class="n">STDOUT</span><span class="p">,</span> <span class="n">PIPE</span>
+<span class="kn">from</span> <span class="nn">tempfile</span> <span class="k">import</span> <span class="n">gettempdir</span><span class="p">,</span> <span class="n">NamedTemporaryFile</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">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>
 
 
 <div class="viewcode-block" id="BashOperator"><a class="viewcode-back" href="../code.html#airflow.operators.BashOperator">[docs]</a><span class="k">class</span> <span class="nc">BashOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
@@ -188,8 +215,8 @@
     <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">bash_command</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">env</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="kc">False</span><span class="p">,</span>
+            <span class="n">env</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="n">output_encoding</span><span class="o">=</span><span class="s1">&#39;utf-8&#39;</span><span class="p">,</span>
             <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
 
@@ -214,12 +241,13 @@
                 <span class="n">fname</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">name</span>
                 <span class="n">script_location</span> <span class="o">=</span> <span class="n">tmp_dir</span> <span class="o">+</span> <span class="s2">&quot;/&quot;</span> <span class="o">+</span> <span class="n">fname</span>
                 <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Temporary script &quot;</span>
-                             <span class="s2">&quot;location :{0}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">script_location</span><span class="p">))</span>
+                             <span class="s2">&quot;location :</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">script_location</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;Running command: &quot;</span> <span class="o">+</span> <span class="n">bash_command</span><span class="p">)</span>
                 <span class="n">sp</span> <span class="o">=</span> <span class="n">Popen</span><span class="p">(</span>
                     <span class="p">[</span><span class="s1">&#39;bash&#39;</span><span class="p">,</span> <span class="n">fname</span><span class="p">],</span>
                     <span class="n">stdout</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">STDOUT</span><span class="p">,</span>
-                    <span class="n">cwd</span><span class="o">=</span><span class="n">tmp_dir</span><span class="p">,</span> <span class="n">env</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">env</span><span class="p">)</span>
+                    <span class="n">cwd</span><span class="o">=</span><span class="n">tmp_dir</span><span class="p">,</span> <span class="n">env</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">env</span><span class="p">,</span>
+                    <span class="n">preexec_fn</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">setsid</span><span class="p">)</span>
 
                 <span class="bp">self</span><span class="o">.</span><span class="n">sp</span> <span class="o">=</span> <span class="n">sp</span>
 
@@ -230,7 +258,7 @@
                     <span class="n">logging</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">sp</span><span class="o">.</span><span class="n">wait</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;Command exited with &quot;</span>
-                             <span class="s2">&quot;return code {0}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">sp</span><span class="o">.</span><span class="n">returncode</span><span class="p">))</span>
+                             <span class="s2">&quot;return code </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">sp</span><span class="o">.</span><span class="n">returncode</span><span class="p">))</span>
 
                 <span class="k">if</span> <span class="n">sp</span><span class="o">.</span><span class="n">returncode</span><span class="p">:</span>
                     <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Bash command failed&quot;</span><span class="p">)</span>
@@ -239,11 +267,15 @@
             <span class="k">return</span> <span class="n">line</span></div>
 
     <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="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Sending SIGTERM signal to bash subprocess&#39;</span><span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">sp</span><span class="o">.</span><span class="n">terminate</span><span class="p">()</span></div>
+        <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Sending SIGTERM signal to bash process group&#39;</span><span class="p">)</span>
+        <span class="n">os</span><span class="o">.</span><span class="n">killpg</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getpgid</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sp</span><span class="o">.</span><span class="n">pid</span><span class="p">),</span> <span class="n">signal</span><span class="o">.</span><span class="n">SIGTERM</span><span class="p">)</span></div>
+
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -276,7 +308,8 @@
             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>
diff --git a/_modules/dagrun_operator.html b/_modules/dagrun_operator.html
index 1d147e0..ec09c2c 100644
--- a/_modules/dagrun_operator.html
+++ b/_modules/dagrun_operator.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>dagrun_operator</li>
+        
+      <li>dagrun_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,16 +176,18 @@
 <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">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span>
 <span class="kn">import</span> <span class="nn">logging</span>
 
-<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="kn">import</span> <span class="n">BaseOperator</span><span class="p">,</span> <span class="n">DagRun</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</span> <span class="kn">import</span> <span class="n">settings</span>
+<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">BaseOperator</span><span class="p">,</span> <span class="n">DagBag</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.state</span> <span class="k">import</span> <span class="n">State</span>
+<span class="kn">from</span> <span class="nn">airflow</span> <span class="k">import</span> <span class="n">settings</span>
+<span class="kn">from</span> <span class="nn">airflow</span> <span class="k">import</span> <span class="n">configuration</span> <span class="k">as</span> <span class="n">conf</span>
 
 
 <span class="k">class</span> <span class="nc">DagRunOrder</span><span class="p">(</span><span class="nb">object</span><span class="p">):</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">run_id</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">payload</span><span class="o">=</span><span class="bp">None</span><span class="p">):</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">run_id</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">payload</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span> <span class="o">=</span> <span class="n">run_id</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">payload</span> <span class="o">=</span> <span class="n">payload</span>
 
@@ -201,12 +228,14 @@
         <span class="n">dro</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">python_callable</span><span class="p">(</span><span class="n">context</span><span class="p">,</span> <span class="n">dro</span><span class="p">)</span>
         <span class="k">if</span> <span class="n">dro</span><span class="p">:</span>
             <span class="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
-            <span class="n">dr</span> <span class="o">=</span> <span class="n">DagRun</span><span class="p">(</span>
-                <span class="n">dag_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">trigger_dag_id</span><span class="p">,</span>
+            <span class="n">dbag</span> <span class="o">=</span> <span class="n">DagBag</span><span class="p">(</span><span class="n">settings</span><span class="o">.</span><span class="n">DAGS_FOLDER</span><span class="p">)</span>
+            <span class="n">trigger_dag</span> <span class="o">=</span> <span class="n">dbag</span><span class="o">.</span><span class="n">get_dag</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">trigger_dag_id</span><span class="p">)</span>
+            <span class="n">dr</span> <span class="o">=</span> <span class="n">trigger_dag</span><span class="o">.</span><span class="n">create_dagrun</span><span class="p">(</span>
                 <span class="n">run_id</span><span class="o">=</span><span class="n">dro</span><span class="o">.</span><span class="n">run_id</span><span class="p">,</span>
+                <span class="n">state</span><span class="o">=</span><span class="n">State</span><span class="o">.</span><span class="n">RUNNING</span><span class="p">,</span>
                 <span class="n">conf</span><span class="o">=</span><span class="n">dro</span><span class="o">.</span><span class="n">payload</span><span class="p">,</span>
-                <span class="n">external_trigger</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;Creating DagRun {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dr</span><span class="p">))</span>
+                <span class="n">external_trigger</span><span class="o">=</span><span class="kc">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;Creating DagRun </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dr</span><span class="p">))</span>
             <span class="n">session</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">dr</span><span class="p">)</span>
             <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
             <span class="n">session</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
@@ -215,6 +244,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -247,7 +279,8 @@
             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>
diff --git a/_modules/dbapi_hook.html b/_modules/dbapi_hook.html
index 604dddd..ae37fd3 100644
--- a/_modules/dbapi_hook.html
+++ b/_modules/dbapi_hook.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>dbapi_hook</li>
+        
+      <li>dbapi_hook</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,15 +176,17 @@
 <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">builtins</span> <span class="kn">import</span> <span class="nb">str</span>
-<span class="kn">from</span> <span class="nn">past.builtins</span> <span class="kn">import</span> <span class="nb">basestring</span>
-<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</span>
+<span class="kn">from</span> <span class="nn">past.builtins</span> <span class="k">import</span> <span class="n">basestring</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span>
 <span class="kn">import</span> <span class="nn">numpy</span>
 <span class="kn">import</span> <span class="nn">logging</span>
 <span class="kn">import</span> <span class="nn">sys</span>
 
-<span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="kn">import</span> <span class="n">BaseHook</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">sqlalchemy</span> <span class="k">import</span> <span class="n">create_engine</span>
+
+<span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="k">import</span> <span class="n">BaseHook</span>
+<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span>
 
 
 <div class="viewcode-block" id="DbApiHook"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook">[docs]</a><span class="k">class</span> <span class="nc">DbApiHook</span><span class="p">(</span><span class="n">BaseHook</span><span class="p">):</span>
@@ -167,13 +194,13 @@
 <span class="sd">    Abstract base class for sql hooks.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="c1"># Override to provide the connection name.</span>
-    <span class="n">conn_name_attr</span> <span class="o">=</span> <span class="bp">None</span>
+    <span class="n">conn_name_attr</span> <span class="o">=</span> <span class="kc">None</span>
     <span class="c1"># Override to have a default connection id for a particular dbHook</span>
     <span class="n">default_conn_name</span> <span class="o">=</span> <span class="s1">&#39;default_conn_id&#39;</span>
     <span class="c1"># Override if this db supports autocommit.</span>
-    <span class="n">supports_autocommit</span> <span class="o">=</span> <span class="bp">False</span>
+    <span class="n">supports_autocommit</span> <span class="o">=</span> <span class="kc">False</span>
     <span class="c1"># Override with the object that exposes the connect method</span>
-    <span class="n">connector</span> <span class="o">=</span> <span class="bp">None</span>
+    <span class="n">connector</span> <span class="o">=</span> <span class="kc">None</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="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="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_name_attr</span><span class="p">:</span>
@@ -195,7 +222,23 @@
             <span class="n">username</span><span class="o">=</span><span class="n">db</span><span class="o">.</span><span class="n">login</span><span class="p">,</span>
             <span class="n">schema</span><span class="o">=</span><span class="n">db</span><span class="o">.</span><span class="n">schema</span><span class="p">)</span></div>
 
-<div class="viewcode-block" id="DbApiHook.get_pandas_df"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook.get_pandas_df">[docs]</a>    <span class="k">def</span> <span class="nf">get_pandas_df</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sql</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">get_uri</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_connection</span><span class="p">(</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn_name_attr</span><span class="p">))</span>
+        <span class="n">login</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
+        <span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">login</span><span class="p">:</span>
+            <span class="n">login</span> <span class="o">=</span> <span class="s1">&#39;</span><span class="si">{conn.login}</span><span class="s1">:</span><span class="si">{conn.password}</span><span class="s1">@&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">conn</span><span class="o">=</span><span class="n">conn</span><span class="p">)</span>
+        <span class="n">host</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">host</span>
+        <span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">port</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">host</span> <span class="o">+=</span> <span class="s1">&#39;:</span><span class="si">{port}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">port</span><span class="o">=</span><span class="n">conn</span><span class="o">.</span><span class="n">port</span><span class="p">)</span>
+        <span class="k">return</span> <span class="s1">&#39;</span><span class="si">{conn.conn_type}</span><span class="s1">://</span><span class="si">{login}{host}</span><span class="s1">/</span><span class="si">{conn.schema}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="n">conn</span><span class="o">=</span><span class="n">conn</span><span class="p">,</span> <span class="n">login</span><span class="o">=</span><span class="n">login</span><span class="p">,</span> <span class="n">host</span><span class="o">=</span><span class="n">host</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">get_sqlalchemy_engine</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">engine_kwargs</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">engine_kwargs</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">engine_kwargs</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">return</span> <span class="n">create_engine</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">get_uri</span><span class="p">(),</span> <span class="o">**</span><span class="n">engine_kwargs</span><span class="p">)</span>
+
+<div class="viewcode-block" id="DbApiHook.get_pandas_df"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook.get_pandas_df">[docs]</a>    <span class="k">def</span> <span class="nf">get_pandas_df</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sql</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="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Executes the sql and returns a pandas dataframe</span>
 
@@ -207,13 +250,13 @@
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="n">sys</span><span class="o">.</span><span class="n">version_info</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">3</span><span class="p">:</span>
             <span class="n">sql</span> <span class="o">=</span> <span class="n">sql</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
-        <span class="kn">import</span> <span class="nn">pandas.io.sql</span> <span class="kn">as</span> <span class="nn">psql</span>
+        <span class="kn">import</span> <span class="nn">pandas.io.sql</span> <span class="k">as</span> <span class="nn">psql</span>
         <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
         <span class="n">df</span> <span class="o">=</span> <span class="n">psql</span><span class="o">.</span><span class="n">read_sql</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">con</span><span class="o">=</span><span class="n">conn</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="n">parameters</span><span class="p">)</span>
         <span class="n">conn</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
         <span class="k">return</span> <span class="n">df</span></div>
 
-<div class="viewcode-block" id="DbApiHook.get_records"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook.get_records">[docs]</a>    <span class="k">def</span> <span class="nf">get_records</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sql</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="DbApiHook.get_records"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook.get_records">[docs]</a>    <span class="k">def</span> <span class="nf">get_records</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sql</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="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Executes the sql and returns a set of records.</span>
 
@@ -227,7 +270,7 @@
             <span class="n">sql</span> <span class="o">=</span> <span class="n">sql</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
         <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
         <span class="n">cur</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_cursor</span><span class="p">()</span>
-        <span class="k">if</span> <span class="n">parameters</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">parameters</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">cur</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">parameters</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">cur</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">sql</span><span class="p">)</span>
@@ -236,7 +279,7 @@
         <span class="n">conn</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
         <span class="k">return</span> <span class="n">rows</span></div>
 
-<div class="viewcode-block" id="DbApiHook.get_first"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook.get_first">[docs]</a>    <span class="k">def</span> <span class="nf">get_first</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sql</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="DbApiHook.get_first"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook.get_first">[docs]</a>    <span class="k">def</span> <span class="nf">get_first</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sql</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="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Executes the sql and returns the first resulting row.</span>
 
@@ -250,7 +293,7 @@
             <span class="n">sql</span> <span class="o">=</span> <span class="n">sql</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</span><span class="p">)</span>
         <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
         <span class="n">cur</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">cursor</span><span class="p">()</span>
-        <span class="k">if</span> <span class="n">parameters</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">parameters</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">cur</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">parameters</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">cur</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">sql</span><span class="p">)</span>
@@ -259,7 +302,7 @@
         <span class="n">conn</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
         <span class="k">return</span> <span class="n">rows</span></div>
 
-<div class="viewcode-block" id="DbApiHook.run"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sql</span><span class="p">,</span> <span class="n">autocommit</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span cl [...]
+<div class="viewcode-block" id="DbApiHook.run"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sql</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 cl [...]
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Runs a command or a list of commands. Pass a list of sql</span>
 <span class="sd">        statements to the sql parameter to get them to execute</span>
@@ -275,7 +318,7 @@
 <span class="sd">        :type parameters: mapping or iterable</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="nb">basestring</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">basestring</span><span class="p">):</span>
             <span class="n">sql</span> <span class="o">=</span> <span class="p">[</span><span class="n">sql</span><span class="p">]</span>
 
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">supports_autocommit</span><span class="p">:</span>
@@ -286,7 +329,7 @@
             <span class="k">if</span> <span class="n">sys</span><span class="o">.</span><span class="n">version_info</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">3</span><span class="p">:</span>
                 <span class="n">s</span> <span class="o">=</span> <span class="n">s</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span><span class="s1">&#39;utf-8&#39;</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="n">s</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">parameters</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
+            <span class="k">if</span> <span class="n">parameters</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
                 <span class="n">cur</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">parameters</span><span class="p">)</span>
             <span class="k">else</span><span class="p">:</span>
                 <span class="n">cur</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
@@ -303,7 +346,7 @@
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span><span class="o">.</span><span class="n">cursor</span><span class="p">()</span></div>
 
-<div class="viewcode-block" id="DbApiHook.insert_rows"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook.insert_rows">[docs]</a>    <span class="k">def</span> <span class="nf">insert_rows</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">,</span> <span class="n">rows</span><span class="p">,</span> <span class="n">target_fields</span><span class="o">=</span><span class="bp">None</span><span clas [...]
+<div class="viewcode-block" id="DbApiHook.insert_rows"><a class="viewcode-back" href="../code.html#airflow.hooks.DbApiHook.insert_rows">[docs]</a>    <span class="k">def</span> <span class="nf">insert_rows</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">,</span> <span class="n">rows</span><span class="p">,</span> <span class="n">target_fields</span><span class="o">=</span><span class="kc">None</span><span clas [...]
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        A generic way to insert a set of tuples into a table,</span>
 <span class="sd">        the whole set of inserts is treated as one transaction</span>
@@ -320,22 +363,22 @@
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">if</span> <span class="n">target_fields</span><span class="p">:</span>
             <span class="n">target_fields</span> <span class="o">=</span> <span class="s2">&quot;, &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">target_fields</span><span class="p">)</span>
-            <span class="n">target_fields</span> <span class="o">=</span> <span class="s2">&quot;({})&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">target_fields</span><span class="p">)</span>
+            <span class="n">target_fields</span> <span class="o">=</span> <span class="s2">&quot;(</span><span class="si">{}</span><span class="s2">)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">target_fields</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">target_fields</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
         <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
-        <span class="n">cur</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">cursor</span><span class="p">()</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">supports_autocommit</span><span class="p">:</span>
-            <span class="n">cur</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s1">&#39;SET autocommit = 0&#39;</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">set_autocommit</span><span class="p">(</span><span class="n">conn</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
         <span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
+        <span class="n">cur</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">cursor</span><span class="p">()</span>
         <span class="n">i</span> <span class="o">=</span> <span class="mi">0</span>
         <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">rows</span><span class="p">:</span>
             <span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span>
             <span class="n">l</span> <span class="o">=</span> <span class="p">[]</span>
             <span class="k">for</span> <span class="n">cell</span> <span class="ow">in</span> <span class="n">row</span><span class="p">:</span>
-                <span class="n">l</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_serialize_cell</span><span class="p">(</span><span class="n">cell</span><span class="p">))</span>
+                <span class="n">l</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_serialize_cell</span><span class="p">(</span><span class="n">cell</span><span class="p">,</span> <span class="n">conn</span><span class="p">))</span>
             <span class="n">values</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">l</span><span class="p">)</span>
-            <span class="n">sql</span> <span class="o">=</span> <span class="s2">&quot;INSERT INTO {0} {1} VALUES ({2});&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="n">sql</span> <span class="o">=</span> <span class="s2">&quot;INSERT INTO </span><span class="si">{0}</span><span class="s2"> </span><span class="si">{1}</span><span class="s2"> VALUES (</span><span class="si">{2}</span><span class="s2">);&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
                 <span class="n">table</span><span class="p">,</span>
                 <span class="n">target_fields</span><span class="p">,</span>
                 <span class="s2">&quot;,&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">values</span><span class="p">))</span>
@@ -343,18 +386,29 @@
             <span class="k">if</span> <span class="n">commit_every</span> <span class="ow">and</span> <span class="n">i</span> <span class="o">%</span> <span class="n">commit_every</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
                 <span class="n">conn</span><span class="o">.</span><span class="n">commit</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;Loaded {i} into {table} rows so far&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
+                    <span class="s2">&quot;Loaded </span><span class="si">{i}</span><span class="s2"> into </span><span class="si">{table}</span><span class="s2"> rows so far&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
         <span class="n">cur</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
         <span class="n">conn</span><span class="o">.</span><span class="n">close</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;Done loading. Loaded a total of {i} rows&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span></div>
+            <span class="s2">&quot;Done loading. Loaded a total of </span><span class="si">{i}</span><span class="s2"> rows&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span></div>
 
     <span class="nd">@staticmethod</span>
-    <span class="k">def</span> <span class="nf">_serialize_cell</span><span class="p">(</span><span class="n">cell</span><span class="p">):</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">cell</span><span class="p">,</span> <span class="nb">basestring</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">_serialize_cell</span><span class="p">(</span><span class="n">cell</span><span class="p">,</span> <span class="n">conn</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the SQL literal of the cell as a string.</span>
+
+<span class="sd">        :param cell: The cell to insert into the table</span>
+<span class="sd">        :type cell: object</span>
+<span class="sd">        :param conn: The database connection</span>
+<span class="sd">        :type conn: connection object</span>
+<span class="sd">        :return: The serialized cell</span>
+<span class="sd">        :rtype: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">cell</span><span class="p">,</span> <span class="n">basestring</span><span class="p">):</span>
             <span class="k">return</span> <span class="s2">&quot;&#39;&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">cell</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;&#39;&quot;</span><span class="p">,</span> <span class="s2">&quot;&#39;&#39;&quot;</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;&#39;&quot;</span>
-        <span class="k">elif</span> <span class="n">cell</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">elif</span> <span class="n">cell</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
             <span class="k">return</span> <span class="s1">&#39;NULL&#39;</span>
         <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">cell</span><span class="p">,</span> <span class="n">numpy</span><span class="o">.</span><span class="n">datetime64</span><span class="p">):</span>
             <span class="k">return</span> <span class="s2">&quot;&#39;&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">cell</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;&#39;&quot;</span>
@@ -387,6 +441,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -419,7 +476,8 @@
             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>
diff --git a/_modules/dummy_operator.html b/_modules/dummy_operator.html
index a531fd1..a5452a1 100644
--- a/_modules/dummy_operator.html
+++ b/_modules/dummy_operator.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>dummy_operator</li>
+        
+      <li>dummy_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,8 +176,8 @@
 <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.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.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="DummyOperator"><a class="viewcode-back" href="../code.html#airflow.operators.DummyOperator">[docs]</a><span class="k">class</span> <span class="nc">DummyOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
@@ -173,6 +198,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -205,7 +233,8 @@
             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>
diff --git a/_modules/email_operator.html b/_modules/email_operator.html
index 4d91901..ccb6373 100644
--- a/_modules/email_operator.html
+++ b/_modules/email_operator.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>email_operator</li>
+        
+      <li>email_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,9 +176,9 @@
 <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.models</span> <span class="kn">import</span> <span class="n">BaseOperator</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.email</span> <span class="kn">import</span> <span class="n">send_email</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.models</span> <span class="k">import</span> <span class="n">BaseOperator</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.email</span> <span class="k">import</span> <span class="n">send_email</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="EmailOperator"><a class="viewcode-back" href="../code.html#airflow.operators.EmailOperator">[docs]</a><span class="k">class</span> <span class="nc">EmailOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
@@ -185,9 +210,10 @@
             <span class="n">to</span><span class="p">,</span>
             <span class="n">subject</span><span class="p">,</span>
             <span class="n">html_content</span><span class="p">,</span>
-            <span class="n">files</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">cc</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">bcc</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">files</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">cc</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">bcc</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">mime_subtype</span><span class="o">=</span><span class="s1">&#39;mixed&#39;</span><span class="p">,</span>
             <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="nb">super</span><span class="p">(</span><span class="n">EmailOperator</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="bp">self</span><span class="o">.</span><span class="n">to</span> <span class="o">=</span> <span class="n">to</span>
@@ -196,12 +222,16 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">files</span> <span class="o">=</span> <span class="n">files</span> <span class="ow">or</span> <span class="p">[]</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">cc</span> <span class="o">=</span> <span class="n">cc</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">bcc</span> <span class="o">=</span> <span class="n">bcc</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">mime_subtype</span> <span class="o">=</span> <span class="n">mime_subtype</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">send_email</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">to</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">subject</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">html_content</span><span class="p">,</span> <span class="n">files</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><s [...]
+        <span class="n">send_email</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">to</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">subject</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">html_content</span><span class="p">,</span> <span class="n">files</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><s [...]
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -234,7 +264,8 @@
             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>
diff --git a/_modules/ftp_hook.html b/_modules/ftp_hook.html
index eed5b97..894f72f 100644
--- a/_modules/ftp_hook.html
+++ b/_modules/ftp_hook.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>ftp_hook</li>
+        
+      <li>ftp_hook</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -156,11 +181,11 @@
 <span class="kn">import</span> <span class="nn">ftplib</span>
 <span class="kn">import</span> <span class="nn">logging</span>
 <span class="kn">import</span> <span class="nn">os.path</span>
-<span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="kn">import</span> <span class="n">BaseHook</span>
-<span class="kn">from</span> <span class="nn">past.builtins</span> <span class="kn">import</span> <span class="nb">basestring</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="k">import</span> <span class="n">BaseHook</span>
+<span class="kn">from</span> <span class="nn">past.builtins</span> <span class="k">import</span> <span class="n">basestring</span>
 
 
-<span class="k">def</span> <span class="nf">mlsd</span><span class="p">(</span><span class="n">conn</span><span class="p">,</span> <span class="n">path</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">facts</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<span class="k">def</span> <span class="nf">mlsd</span><span class="p">(</span><span class="n">conn</span><span class="p">,</span> <span class="n">path</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">facts</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    BACKPORT FROM PYTHON3 FTPLIB.</span>
 
@@ -203,20 +228,20 @@
 
     <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">ftp_conn_id</span><span class="o">=</span><span class="s1">&#39;ftp_default&#39;</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">ftp_conn_id</span> <span class="o">=</span> <span class="n">ftp_conn_id</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="o">=</span> <span class="bp">None</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="o">=</span> <span class="kc">None</span>
 
     <span class="k">def</span> <span class="nf">__enter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="bp">self</span>
 
     <span class="k">def</span> <span class="nf">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">exc_type</span><span class="p">,</span> <span class="n">exc_val</span><span class="p">,</span> <span class="n">exc_tb</span><span class="p">):</span>
-        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</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">close_conn</span><span class="p">()</span>
 
 <div class="viewcode-block" id="FTPHook.get_conn"><a class="viewcode-back" href="../code.html#airflow.contrib.hooks.FTPHook.get_conn">[docs]</a>    <span class="k">def</span> <span class="nf">get_conn</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns a FTP connection object</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">params</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_connection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ftp_conn_id</span><span class="p">)</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="o">=</span> <span class="n">ftplib</span><span class="o">.</span><span class="n">FTP</span><span class="p">(</span><span class="n">params</span><span class="o">.</span><span class="n">host</span><span class="p">,</span> <span class="n">params</span><span class="o">.</span><span class="n">login</span><span class="p">,</span> <span class="n">params</span><span class="o">.</span><span cl [...]
 
@@ -247,7 +272,7 @@
             <span class="n">files</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">mlsd</span><span class="p">(</span><span class="n">conn</span><span class="p">))</span>
         <span class="k">return</span> <span class="n">files</span></div>
 
-<div class="viewcode-block" id="FTPHook.list_directory"><a class="viewcode-back" href="../code.html#airflow.contrib.hooks.FTPHook.list_directory">[docs]</a>    <span class="k">def</span> <span class="nf">list_directory</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">nlst</span><span class="o">=</span><span class="bp">False</span><span class="p">):</span>
+<div class="viewcode-block" id="FTPHook.list_directory"><a class="viewcode-back" href="../code.html#airflow.contrib.hooks.FTPHook.list_directory">[docs]</a>    <span class="k">def</span> <span class="nf">list_directory</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">nlst</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns a list of files on the remote system.</span>
 
@@ -296,7 +321,7 @@
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
 
-        <span class="n">is_path</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">local_full_path_or_buffer</span><span class="p">,</span> <span class="nb">basestring</span><span class="p">)</span>
+        <span class="n">is_path</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">local_full_path_or_buffer</span><span class="p">,</span> <span class="n">basestring</span><span class="p">)</span>
 
         <span class="k">if</span> <span class="n">is_path</span><span class="p">:</span>
             <span class="n">output_handle</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">local_full_path_or_buffer</span><span class="p">,</span> <span class="s1">&#39;wb&#39;</span><span class="p">)</span>
@@ -305,9 +330,9 @@
 
         <span class="n">remote_path</span><span class="p">,</span> <span class="n">remote_file_name</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">remote_full_path</span><span class="p">)</span>
         <span class="n">conn</span><span class="o">.</span><span class="n">cwd</span><span class="p">(</span><span class="n">remote_path</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;Retrieving file from FTP: {}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">remote_full_path</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;Retrieving file from FTP: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">remote_full_path</span><span class="p">))</span>
         <span class="n">conn</span><span class="o">.</span><span class="n">retrbinary</span><span class="p">(</span><span class="s1">&#39;RETR </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="n">remote_file_name</span><span class="p">,</span> <span class="n">output_handle</span><span class="o">.</span><span class="n">write</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;Finished retrieving file from FTP: {}&#39;</span><span class="o">.</span><span class="n">format</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;Finished retrieving file from FTP: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
             <span class="n">remote_full_path</span><span class="p">))</span>
 
         <span class="k">if</span> <span class="n">is_path</span><span class="p">:</span>
@@ -329,7 +354,7 @@
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
 
-        <span class="n">is_path</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">local_full_path_or_buffer</span><span class="p">,</span> <span class="nb">basestring</span><span class="p">)</span>
+        <span class="n">is_path</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">local_full_path_or_buffer</span><span class="p">,</span> <span class="n">basestring</span><span class="p">)</span>
 
         <span class="k">if</span> <span class="n">is_path</span><span class="p">:</span>
             <span class="n">input_handle</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">local_full_path_or_buffer</span><span class="p">,</span> <span class="s1">&#39;rb&#39;</span><span class="p">)</span>
@@ -374,7 +399,7 @@
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns a FTPS connection object.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">params</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_connection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ftp_conn_id</span><span class="p">)</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="o">=</span> <span class="n">ftplib</span><span class="o">.</span><span class="n">FTP_TLS</span><span class="p">(</span>
                 <span class="n">params</span><span class="o">.</span><span class="n">host</span><span class="p">,</span> <span class="n">params</span><span class="o">.</span><span class="n">login</span><span class="p">,</span> <span class="n">params</span><span class="o">.</span><span class="n">password</span>
@@ -383,6 +408,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -415,7 +443,8 @@
             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>
diff --git a/_modules/generic_transfer.html b/_modules/generic_transfer.html
index ed7f740..71c5825 100644
--- a/_modules/generic_transfer.html
+++ b/_modules/generic_transfer.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>generic_transfer</li>
+        
+      <li>generic_transfer</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -153,9 +178,9 @@
 
 <span class="kn">import</span> <span class="nn">logging</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.hooks.base_hook</span> <span class="kn">import</span> <span class="n">BaseHook</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.hooks.base_hook</span> <span class="k">import</span> <span class="n">BaseHook</span>
 
 
 <div class="viewcode-block" id="GenericTransfer"><a class="viewcode-back" href="../code.html#airflow.operators.GenericTransfer">[docs]</a><span class="k">class</span> <span class="nc">GenericTransfer</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
@@ -191,7 +216,7 @@
             <span class="n">destination_table</span><span class="p">,</span>
             <span class="n">source_conn_id</span><span class="p">,</span>
             <span class="n">destination_conn_id</span><span class="p">,</span>
-            <span class="n">preoperator</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">preoperator</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">GenericTransfer</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="bp">self</span><span class="o">.</span><span class="n">sql</span> <span class="o">=</span> <span class="n">sql</span>
@@ -203,7 +228,7 @@
     <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_hook</span> <span class="o">=</span> <span class="n">BaseHook</span><span class="o">.</span><span class="n">get_hook</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">source_conn_id</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;Extracting data from {}&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_conn_id</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;Extracting data from </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">source_conn_id</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;Executing: </span><span class="se">\n</span><span class="s2">&quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">sql</span><span class="p">)</span>
         <span class="n">results</span> <span class="o">=</span> <span class="n">source_hook</span><span class="o">.</span><span class="n">get_records</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sql</span><span class="p">)</span>
 
@@ -213,11 +238,14 @@
             <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">preoperator</span><span class="p">)</span>
             <span class="n">destination_hook</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">preoperator</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;Inserting rows into {}&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">destination_conn_id</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;Inserting rows into </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">destination_conn_id</span><span class="p">))</span>
         <span class="n">destination_hook</span><span class="o">.</span><span class="n">insert_rows</span><span class="p">(</span><span class="n">table</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">destination_table</span><span class="p">,</span> <span class="n">rows</span><span class="o">=</span><span class="n">results</span><span class="p">)</span></div>
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -250,7 +278,8 @@
             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>
diff --git a/_modules/http_hook.html b/_modules/http_hook.html
index b62b0d0..5458ec1 100644
--- a/_modules/http_hook.html
+++ b/_modules/http_hook.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>http_hook</li>
+        
+      <li>http_hook</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,13 +176,13 @@
 <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">builtins</span> <span class="kn">import</span> <span class="nb">str</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</span>
 <span class="kn">import</span> <span class="nn">logging</span>
 
 <span class="kn">import</span> <span class="nn">requests</span>
 
-<span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="kn">import</span> <span class="n">BaseHook</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.hooks.base_hook</span> <span class="k">import</span> <span class="n">BaseHook</span>
+<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span>
 
 
 <div class="viewcode-block" id="HttpHook"><a class="viewcode-back" href="../code.html#airflow.hooks.HttpHook">[docs]</a><span class="k">class</span> <span class="nc">HttpHook</span><span class="p">(</span><span class="n">BaseHook</span><span class="p">):</span>
@@ -189,7 +214,7 @@
 
         <span class="k">return</span> <span class="n">session</span></div>
 
-<div class="viewcode-block" id="HttpHook.run"><a class="viewcode-back" href="../code.html#airflow.hooks.HttpHook.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">endpoint</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="bp [...]
+<div class="viewcode-block" id="HttpHook.run"><a class="viewcode-back" href="../code.html#airflow.hooks.HttpHook.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">endpoint</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="kc [...]
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Performs the request</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -198,7 +223,7 @@
         <span class="n">session</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">(</span><span class="n">headers</span><span class="p">)</span>
 
         <span class="n">url</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">base_url</span> <span class="o">+</span> <span class="n">endpoint</span>
-        <span class="n">req</span> <span class="o">=</span> <span class="bp">None</span>
+        <span class="n">req</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">method</span> <span class="o">==</span> <span class="s1">&#39;GET&#39;</span><span class="p">:</span>
             <span class="c1"># GET uses params</span>
             <span class="n">req</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">Request</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">method</span><span class="p">,</span>
@@ -225,12 +250,12 @@
 
         <span class="n">response</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">send</span><span class="p">(</span>
             <span class="n">prepped_request</span><span class="p">,</span>
-            <span class="n">stream</span><span class="o">=</span><span class="n">extra_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;stream&quot;</span><span class="p">,</span> <span class="bp">False</span><span class="p">),</span>
-            <span class="n">verify</span><span class="o">=</span><span class="n">extra_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;verify&quot;</span><span class="p">,</span> <span class="bp">False</span><span class="p">),</span>
+            <span class="n">stream</span><span class="o">=</span><span class="n">extra_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;stream&quot;</span><span class="p">,</span> <span class="kc">False</span><span class="p">),</span>
+            <span class="n">verify</span><span class="o">=</span><span class="n">extra_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;verify&quot;</span><span class="p">,</span> <span class="kc">False</span><span class="p">),</span>
             <span class="n">proxies</span><span class="o">=</span><span class="n">extra_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;proxies&quot;</span><span class="p">,</span> <span class="p">{}),</span>
             <span class="n">cert</span><span class="o">=</span><span class="n">extra_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;cert&quot;</span><span class="p">),</span>
             <span class="n">timeout</span><span class="o">=</span><span class="n">extra_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;timeout&quot;</span><span class="p">),</span>
-            <span class="n">allow_redirects</span><span class="o">=</span><span class="n">extra_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;allow_redirects&quot;</span><span class="p">,</span> <span class="bp">True</span><span class="p">))</span>
+            <span class="n">allow_redirects</span><span class="o">=</span><span class="n">extra_options</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;allow_redirects&quot;</span><span class="p">,</span> <span class="kc">True</span><span class="p">))</span>
 
         <span class="k">try</span><span class="p">:</span>
             <span class="n">response</span><span class="o">.</span><span class="n">raise_for_status</span><span class="p">()</span>
@@ -250,6 +275,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -282,7 +310,8 @@
             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>
diff --git a/_modules/http_operator.html b/_modules/http_operator.html
index 00496c9..a22b710 100644
--- a/_modules/http_operator.html
+++ b/_modules/http_operator.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>http_operator</li>
+        
+      <li>http_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -153,10 +178,10 @@
 
 <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.hooks.http_hook</span> <span class="kn">import</span> <span class="n">HttpHook</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.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.http_hook</span> <span class="k">import</span> <span class="n">HttpHook</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="SimpleHttpOperator"><a class="viewcode-back" href="../code.html#airflow.operators.SimpleHttpOperator">[docs]</a><span class="k">class</span> <span class="nc">SimpleHttpOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
@@ -192,11 +217,16 @@
     <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">endpoint</span><span class="p">,</span>
                  <span class="n">method</span><span class="o">=</span><span class="s1">&#39;POST&#39;</span><span class="p">,</span>
-                 <span class="n">data</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                 <span class="n">headers</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                 <span class="n">response_check</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                 <span class="n">extra_options</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+                 <span class="n">data</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">headers</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">response_check</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">extra_options</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">http_conn_id</span><span class="o">=</span><span class="s1">&#39;http_default&#39;</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        If xcom_push is True, response of an HTTP request will also</span>
+<span class="sd">        be pushed to an XCom.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
         <span class="nb">super</span><span class="p">(</span><span class="n">SimpleHttpOperator</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="bp">self</span><span class="o">.</span><span class="n">http_conn_id</span> <span class="o">=</span> <span class="n">http_conn_id</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">method</span> <span class="o">=</span> <span class="n">method</span>
@@ -205,6 +235,7 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">data</span> <span class="o">=</span> <span class="n">data</span> <span class="ow">or</span> <span class="p">{}</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">response_check</span> <span class="o">=</span> <span class="n">response_check</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">extra_options</span> <span class="o">=</span> <span class="n">extra_options</span> <span class="ow">or</span> <span class="p">{}</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="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">http</span> <span class="o">=</span> <span class="n">HttpHook</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">method</span><span class="p">,</span> <span class="n">http_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">http_conn_id</span><span class="p">)</span>
@@ -215,10 +246,15 @@
                             <span class="bp">self</span><span class="o">.</span><span class="n">extra_options</span><span class="p">)</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">response_check</span><span class="p">:</span>
             <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">response_check</span><span class="p">(</span><span class="n">response</span><span class="p">):</span>
-                <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Response check returned False.&quot;</span><span class="p">)</span></div>
+                <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Response check returned False.&quot;</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="n">response</span><span class="o">.</span><span class="n">text</span></div>
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -251,7 +287,8 @@
             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>
diff --git a/_modules/index.html b/_modules/index.html
index d40ab64..b1faeb5 100644
--- a/_modules/index.html
+++ b/_modules/index.html
@@ -30,6 +30,9 @@
   
 
   
+        <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"/> 
 
   
@@ -39,6 +42,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -89,6 +93,8 @@
 <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>
@@ -103,8 +109,10 @@
 
       
       <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>
 
 
@@ -117,81 +125,72 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-    <li><a href="../index.html">Docs</a> &raquo;</li>
-      
-    <li>Overview: module code</li>
+    
+      <li><a href="../index.html">Docs</a> &raquo;</li>
+        
+      <li>Overview: module code</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
             
   <h1>All modules for which code is available</h1>
-<ul><li><a href="S3_hook.html">S3_hook</a></li>
-<li><a href="airflow/contrib/executors/mesos_executor.html">airflow.contrib.executors.mesos_executor</a></li>
-<li><a href="airflow/contrib/hooks/gcs_hook.html">airflow.contrib.hooks.gcs_hook</a></li>
-<li><a href="airflow/contrib/operators/bigquery_operator.html">airflow.contrib.operators.bigquery_operator</a></li>
-<li><a href="airflow/contrib/operators/bigquery_to_gcs.html">airflow.contrib.operators.bigquery_to_gcs</a></li>
-<li><a href="airflow/contrib/operators/gcs_download_operator.html">airflow.contrib.operators.gcs_download_operator</a></li>
+<ul><li><a href="airflow/contrib/executors/mesos_executor.html">airflow.contrib.executors.mesos_executor</a></li>
 <li><a href="airflow/contrib/operators/hipchat_operator.html">airflow.contrib.operators.hipchat_operator</a></li>
-<li><a href="airflow/executors/celery_executor.html">airflow.executors.celery_executor</a></li>
 <li><a href="airflow/executors/local_executor.html">airflow.executors.local_executor</a></li>
 <li><a href="airflow/executors/sequential_executor.html">airflow.executors.sequential_executor</a></li>
 <li><a href="airflow/macros.html">airflow.macros</a></li>
 <ul><li><a href="airflow/macros/hive.html">airflow.macros.hive</a></li>
 </ul><li><a href="airflow/models.html">airflow.models</a></li>
-<li><a href="airflow/operators/docker_operator.html">airflow.operators.docker_operator</a></li>
 <li><a href="airflow/operators/sensors.html">airflow.operators.sensors</a></li>
 <li><a href="bash_operator.html">bash_operator</a></li>
-<li><a href="bigquery_hook.html">bigquery_hook</a></li>
-<li><a href="cloudant_hook.html">cloudant_hook</a></li>
 <li><a href="dagrun_operator.html">dagrun_operator</a></li>
 <li><a href="dbapi_hook.html">dbapi_hook</a></li>
-<li><a href="druid_hook.html">druid_hook</a></li>
 <li><a href="dummy_operator.html">dummy_operator</a></li>
 <li><a href="email_operator.html">email_operator</a></li>
 <li><a href="ftp_hook.html">ftp_hook</a></li>
-<li><a href="gcs_hook.html">gcs_hook</a></li>
 <li><a href="generic_transfer.html">generic_transfer</a></li>
-<li><a href="hive_hooks.html">hive_hooks</a></li>
-<li><a href="hive_operator.html">hive_operator</a></li>
-<li><a href="hive_to_druid.html">hive_to_druid</a></li>
-<li><a href="hive_to_mysql.html">hive_to_mysql</a></li>
-<li><a href="hive_to_samba_operator.html">hive_to_samba_operator</a></li>
 <li><a href="http_hook.html">http_hook</a></li>
 <li><a href="http_operator.html">http_operator</a></li>
-<li><a href="mssql_hook.html">mssql_hook</a></li>
-<li><a href="mssql_operator.html">mssql_operator</a></li>
-<li><a href="mssql_to_hive.html">mssql_to_hive</a></li>
 <li><a href="mysql_hook.html">mysql_hook</a></li>
 <li><a href="mysql_operator.html">mysql_operator</a></li>
-<li><a href="mysql_to_hive.html">mysql_to_hive</a></li>
-<li><a href="postgres_hook.html">postgres_hook</a></li>
-<li><a href="postgres_operator.html">postgres_operator</a></li>
 <li><a href="presto_check_operator.html">presto_check_operator</a></li>
 <li><a href="presto_hook.html">presto_hook</a></li>
 <li><a href="python_operator.html">python_operator</a></li>
-<li><a href="qubole_operator.html">qubole_operator</a></li>
-<li><a href="s3_to_hive_operator.html">s3_to_hive_operator</a></li>
 <li><a href="sensors.html">sensors</a></li>
-<li><a href="slack_operator.html">slack_operator</a></li>
 <li><a href="sqlite_hook.html">sqlite_hook</a></li>
 <li><a href="ssh_execute_operator.html">ssh_execute_operator</a></li>
 <li><a href="ssh_hook.html">ssh_hook</a></li>
-<li><a href="vertica_hook.html">vertica_hook</a></li>
-<li><a href="vertica_operator.html">vertica_operator</a></li>
-<li><a href="vertica_to_hive.html">vertica_to_hive</a></li>
-<li><a href="webhdfs_hook.html">webhdfs_hook</a></li>
 </ul>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -224,7 +223,8 @@
             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>
diff --git a/_modules/mysql_hook.html b/_modules/mysql_hook.html
index a07aeb2..8c0c5c9 100644
--- a/_modules/mysql_hook.html
+++ b/_modules/mysql_hook.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>mysql_hook</li>
+        
+      <li>mysql_hook</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -154,21 +179,25 @@
 <span class="kn">import</span> <span class="nn">MySQLdb</span>
 <span class="kn">import</span> <span class="nn">MySQLdb.cursors</span>
 
-<span class="kn">from</span> <span class="nn">airflow.hooks.dbapi_hook</span> <span class="kn">import</span> <span class="n">DbApiHook</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.dbapi_hook</span> <span class="k">import</span> <span class="n">DbApiHook</span>
 
 
 <div class="viewcode-block" id="MySqlHook"><a class="viewcode-back" href="../code.html#airflow.hooks.MySqlHook">[docs]</a><span class="k">class</span> <span class="nc">MySqlHook</span><span class="p">(</span><span class="n">DbApiHook</span><span class="p">):</span>
-    <span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Interact with MySQL.</span>
 
 <span class="sd">    You can specify charset in the extra field of your connection</span>
 <span class="sd">    as ``{&quot;charset&quot;: &quot;utf8&quot;}``. Also you can choose cursor as</span>
 <span class="sd">    ``{&quot;cursor&quot;: &quot;SSCursor&quot;}``. Refer to the MySQLdb.cursors for more details.</span>
-<span class="sd">    &#39;&#39;&#39;</span>
+<span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">conn_name_attr</span> <span class="o">=</span> <span class="s1">&#39;mysql_conn_id&#39;</span>
     <span class="n">default_conn_name</span> <span class="o">=</span> <span class="s1">&#39;mysql_default&#39;</span>
-    <span class="n">supports_autocommit</span> <span class="o">=</span> <span class="bp">True</span>
+    <span class="n">supports_autocommit</span> <span class="o">=</span> <span class="kc">True</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="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">MySqlHook</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="bp">self</span><span class="o">.</span><span class="n">schema</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">&quot;schema&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
 
 <div class="viewcode-block" id="MySqlHook.get_conn"><a class="viewcode-back" href="../code.html#airflow.hooks.MySqlHook.get_conn">[docs]</a>    <span class="k">def</span> <span class="nf">get_conn</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
@@ -177,31 +206,30 @@
         <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_connection</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">mysql_conn_id</span><span class="p">)</span>
         <span class="n">conn_config</span> <span class="o">=</span> <span class="p">{</span>
             <span class="s2">&quot;user&quot;</span><span class="p">:</span> <span class="n">conn</span><span class="o">.</span><span class="n">login</span><span class="p">,</span>
-            <span class="s2">&quot;passwd&quot;</span><span class="p">:</span> <span class="n">conn</span><span class="o">.</span><span class="n">password</span> <span class="ow">or</span> <span class="s1">&#39;&#39;</span>
+            <span class="s2">&quot;passwd&quot;</span><span class="p">:</span> <span class="n">conn</span><span class="o">.</span><span class="n">password</span> <span class="ow">or</span> <span class="s1">&#39;&#39;</span><span class="p">,</span>
+            <span class="s2">&quot;host&quot;</span><span class="p">:</span> <span class="n">conn</span><span class="o">.</span><span class="n">host</span> <span class="ow">or</span> <span class="s1">&#39;localhost&#39;</span><span class="p">,</span>
+            <span class="s2">&quot;db&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">schema</span> <span class="ow">or</span> <span class="n">conn</span><span class="o">.</span><span class="n">schema</span> <span class="ow">or</span> <span class="s1">&#39;&#39;</span>
         <span class="p">}</span>
 
-        <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;host&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">host</span> <span class="ow">or</span> <span class="s1">&#39;localhost&#39;</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="n">conn</span><span class="o">.</span><span class="n">port</span><span class="p">:</span>
             <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;port&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">3306</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;port&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">port</span><span class="p">)</span>
 
-        <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;db&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">schema</span> <span class="ow">or</span> <span class="s1">&#39;&#39;</span>
-
-        <span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;charset&#39;</span><span class="p">,</span> <span class="bp">False</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;charset&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
             <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;charset&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="p">[</span><span class="s2">&quot;charset&quot;</span><span class="p">]</span>
             <span class="k">if</span> <span class="p">(</span><span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;charset&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;utf8&#39;</span> <span class="ow">or</span>\
                     <span class="p">(</span><span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;charset&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;utf-8&#39;</span><span class="p">:</span>
-                <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;use_unicode&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">True</span>
-        <span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;cursor&#39;</span><span class="p">,</span> <span class="bp">False</span><span class="p">):</span>
+                <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;use_unicode&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
+        <span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;cursor&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
             <span class="k">if</span> <span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="p">[</span><span class="s2">&quot;cursor&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;sscursor&#39;</span><span class="p">:</span>
                 <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;cursorclass&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">MySQLdb</span><span class="o">.</span><span class="n">cursors</span><span class="o">.</span><span class="n">SSCursor</span>
             <span class="k">elif</span> <span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="p">[</span><span class="s2">&quot;cursor&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;dictcursor&#39;</span><span class="p">:</span>
                 <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;cursorclass&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">MySQLdb</span><span class="o">.</span><span class="n">cursors</span><span class="o">.</span><span class="n">DictCursor</span>
             <span class="k">elif</span> <span class="p">(</span><span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="p">[</span><span class="s2">&quot;cursor&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;ssdictcursor&#39;</span><span class="p">:</span>
                 <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;cursorclass&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">MySQLdb</span><span class="o">.</span><span class="n">cursors</span><span class="o">.</span><span class="n">SSDictCursor</span>
-        <span class="n">local_infile</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;local_infile&#39;</span><span class="p">,</span><span class="bp">False</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;ssl&#39;</span><span class="p">,</span> <span class="bp">False</span><span class="p">):</span>
+        <span class="n">local_infile</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;local_infile&#39;</span><span class="p">,</span><span class="kc">False</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;ssl&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">):</span>
             <span class="n">conn_config</span><span class="p">[</span><span class="s1">&#39;ssl&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="p">[</span><span class="s1">&#39;ssl&#39;</span><span class="p">]</span>
         <span class="k">if</span> <span class="n">local_infile</span><span class="p">:</span>
             <span class="n">conn_config</span><span class="p">[</span><span class="s2">&quot;local_infile&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
@@ -215,13 +243,31 @@
         <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
         <span class="n">cur</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">cursor</span><span class="p">()</span>
         <span class="n">cur</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="s2">&quot;&quot;&quot;</span>
-<span class="s2">            LOAD DATA LOCAL INFILE &#39;{tmp_file}&#39;</span>
-<span class="s2">            INTO TABLE {table}</span>
+<span class="s2">            LOAD DATA LOCAL INFILE &#39;</span><span class="si">{tmp_file}</span><span class="s2">&#39;</span>
+<span class="s2">            INTO TABLE </span><span class="si">{table}</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="o">**</span><span class="nb">locals</span><span class="p">()))</span>
-        <span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span></div></div>
+        <span class="n">conn</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span></div>
+
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_serialize_cell</span><span class="p">(</span><span class="n">cell</span><span class="p">,</span> <span class="n">conn</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Returns the MySQL literal of the cell as a string.</span>
+
+<span class="sd">        :param cell: The cell to insert into the table</span>
+<span class="sd">        :type cell: object</span>
+<span class="sd">        :param conn: The database connection</span>
+<span class="sd">        :type conn: connection object</span>
+<span class="sd">        :return: The serialized cell</span>
+<span class="sd">        :rtype: str</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+
+        <span class="k">return</span> <span class="n">conn</span><span class="o">.</span><span class="n">literal</span><span class="p">(</span><span class="n">cell</span><span class="p">)</span></div>
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -254,7 +300,8 @@
             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>
diff --git a/_modules/mysql_operator.html b/_modules/mysql_operator.html
index a1fc11a..09a5aab 100644
--- a/_modules/mysql_operator.html
+++ b/_modules/mysql_operator.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>mysql_operator</li>
+        
+      <li>mysql_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -153,9 +178,9 @@
 
 <span class="kn">import</span> <span class="nn">logging</span>
 
-<span class="kn">from</span> <span class="nn">airflow.hooks.mysql_hook</span> <span class="kn">import</span> <span class="n">MySqlHook</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.hooks.mysql_hook</span> <span class="k">import</span> <span class="n">MySqlHook</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="MySqlOperator"><a class="viewcode-back" href="../code.html#airflow.operators.MySqlOperator">[docs]</a><span class="k">class</span> <span class="nc">MySqlOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
@@ -168,6 +193,8 @@
 <span class="sd">    :type sql: Can receive a str representing a sql statement,</span>
 <span class="sd">        a list of str (sql statements), or reference to a template file.</span>
 <span class="sd">        Template reference are recognized by str ending in &#39;.sql&#39;</span>
+<span class="sd">    :param database: name of database which overwrite defined one in connection</span>
+<span class="sd">    :type database: string</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;sql&#39;</span><span class="p">,)</span>
@@ -176,17 +203,19 @@
 
     <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">sql</span><span class="p">,</span> <span class="n">mysql_conn_id</span><span class="o">=</span><span class="s1">&#39;mysql_default&#39;</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">autocommit</span><span class="o">=</span><span class="bp">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="bp">self</span><span class="p">,</span> <span class="n">sql</span><span class="p">,</span> <span class="n">mysql_conn_id</span><span class="o">=</span><span class="s1">&#39;mysql_default&#39;</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="n">autocommit</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">database</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">MySqlOperator</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="bp">self</span><span class="o">.</span><span class="n">mysql_conn_id</span> <span class="o">=</span> <span class="n">mysql_conn_id</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">sql</span> <span class="o">=</span> <span class="n">sql</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="bp">self</span><span class="o">.</span><span class="n">database</span> <span class="o">=</span> <span class="n">database</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;Executing: &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sql</span><span class="p">))</span>
-        <span class="n">hook</span> <span class="o">=</span> <span class="n">MySqlHook</span><span class="p">(</span><span class="n">mysql_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">mysql_conn_id</span><span class="p">)</span>
+        <span class="n">hook</span> <span class="o">=</span> <span class="n">MySqlHook</span><span class="p">(</span><span class="n">mysql_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">mysql_conn_id</span><span class="p">,</span>
+                         <span class="n">schema</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">database</span><span class="p">)</span>
         <span class="n">hook</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">sql</span><span class="p">,</span>
             <span class="n">autocommit</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">autocommit</span><span class="p">,</span>
@@ -194,6 +223,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -226,7 +258,8 @@
             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>
diff --git a/_modules/presto_check_operator.html b/_modules/presto_check_operator.html
index 639b71e..325c884 100644
--- a/_modules/presto_check_operator.html
+++ b/_modules/presto_check_operator.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>presto_check_operator</li>
+        
+      <li>presto_check_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,9 +176,9 @@
 <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.presto_hook</span> <span class="kn">import</span> <span class="n">PrestoHook</span>
-<span class="kn">from</span> <span class="nn">airflow.operators.check_operator</span> <span class="kn">import</span> <span class="n">CheckOperator</span><span class="p">,</span> <span class="n">ValueCheckOperator</span><span class="p">,</span> <span class="n">IntervalCheckOperator</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.hooks.presto_hook</span> <span class="k">import</span> <span class="n">PrestoHook</span>
+<span class="kn">from</span> <span class="nn">airflow.operators.check_operator</span> <span class="k">import</span> <span class="n">CheckOperator</span><span class="p">,</span> <span class="n">ValueCheckOperator</span><span class="p">,</span> <span class="n">IntervalCheckOperator</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="PrestoCheckOperator"><a class="viewcode-back" href="../code.html#airflow.operators.PrestoCheckOperator">[docs]</a><span class="k">class</span> <span class="nc">PrestoCheckOperator</span><span class="p">(</span><span class="n">CheckOperator</span><span class="p">):</span>
@@ -216,10 +241,12 @@
 
     <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">sql</span><span class="p">,</span> <span class="n">pass_value</span><span class="p">,</span> <span class="n">tolerance</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="bp">self</span><span class="p">,</span> <span class="n">sql</span><span class="p">,</span> <span class="n">pass_value</span><span class="p">,</span> <span class="n">tolerance</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
             <span class="n">presto_conn_id</span><span class="o">=</span><span class="s1">&#39;presto_default&#39;</span><span class="p">,</span>
             <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">PrestoValueCheckOperator</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="n">sql</span><span class="p">,</span> <span class="n">pass_value</span><span class="p">,</span> <span class="n">tolerance</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class [...]
+        <span class="nb">super</span><span class="p">(</span><span class="n">PrestoValueCheckOperator</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="n">sql</span><span class="o">=</span><span class="n">sql</span><span class="p">,</span> <span class="n">pass_value</span><span class="o">=</span><span class="n">pass_value</span><span class="p">,</span> <span class="n">tolerance</span><span class="o">=</span><span class="n">tolerance</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">presto_conn_id</span> <span class="o">=</span> <span class="n">presto_conn_id</span>
 
     <span class="k">def</span> <span class="nf">get_db_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -249,7 +276,8 @@
             <span class="n">presto_conn_id</span><span class="o">=</span><span class="s1">&#39;presto_default&#39;</span><span class="p">,</span>
             <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="nb">super</span><span class="p">(</span><span class="n">PrestoIntervalCheckOperator</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="n">table</span><span class="p">,</span> <span class="n">metrics_thresholds</span><span class="p">,</span> <span class="n">date_filter_column</span><span class="p">,</span> <span class="n">days_back</span><span class="p">,</span>
+            <span class="n">table</span><span class="o">=</span><span class="n">table</span><span class="p">,</span> <span class="n">metrics_thresholds</span><span class="o">=</span><span class="n">metrics_thresholds</span><span class="p">,</span>
+            <span class="n">date_filter_column</span><span class="o">=</span><span class="n">date_filter_column</span><span class="p">,</span> <span class="n">days_back</span><span class="o">=</span><span class="n">days_back</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">presto_conn_id</span> <span class="o">=</span> <span class="n">presto_conn_id</span>
 
@@ -258,6 +286,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -290,7 +321,8 @@
             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>
diff --git a/_modules/presto_hook.html b/_modules/presto_hook.html
index 49b93a9..573ddc8 100644
--- a/_modules/presto_hook.html
+++ b/_modules/presto_hook.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>presto_hook</li>
+        
+      <li>presto_hook</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,13 +176,13 @@
 <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">builtins</span> <span class="kn">import</span> <span class="nb">str</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</span>
 <span class="kn">import</span> <span class="nn">logging</span>
 
-<span class="kn">from</span> <span class="nn">pyhive</span> <span class="kn">import</span> <span class="n">presto</span>
-<span class="kn">from</span> <span class="nn">pyhive.exc</span> <span class="kn">import</span> <span class="n">DatabaseError</span>
+<span class="kn">from</span> <span class="nn">pyhive</span> <span class="k">import</span> <span class="n">presto</span>
+<span class="kn">from</span> <span class="nn">pyhive.exc</span> <span class="k">import</span> <span class="n">DatabaseError</span>
 
-<span class="kn">from</span> <span class="nn">airflow.hooks.dbapi_hook</span> <span class="kn">import</span> <span class="n">DbApiHook</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.dbapi_hook</span> <span class="k">import</span> <span class="n">DbApiHook</span>
 
 <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="s2">&quot;pyhive&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">setLevel</span><span class="p">(</span><span class="n">logging</span><span class="o">.</span><span class="n">INFO</span><span class="p">)</span>
 
@@ -193,7 +218,7 @@
     <span class="k">def</span> <span class="nf">_strip_sql</span><span class="p">(</span><span class="n">sql</span><span class="p">):</span>
         <span class="k">return</span> <span class="n">sql</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s1">&#39;;&#39;</span><span class="p">)</span>
 
-<div class="viewcode-block" id="PrestoHook.get_records"><a class="viewcode-back" href="../code.html#airflow.hooks.PrestoHook.get_records">[docs]</a>    <span class="k">def</span> <span class="nf">get_records</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hql</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="PrestoHook.get_records"><a class="viewcode-back" href="../code.html#airflow.hooks.PrestoHook.get_records">[docs]</a>    <span class="k">def</span> <span class="nf">get_records</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hql</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="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Get a set of records from Presto</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -205,12 +230,12 @@
                 <span class="s1">&#39;errorName&#39;</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">message</span> <span class="ow">and</span>
                 <span class="s1">&#39;message&#39;</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">message</span><span class="p">):</span>
                 <span class="c1"># Use the structured error data in the raised exception</span>
-                <span class="k">raise</span> <span class="n">PrestoException</span><span class="p">(</span><span class="s1">&#39;{name}: {message}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                <span class="k">raise</span> <span class="n">PrestoException</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{name}</span><span class="s1">: </span><span class="si">{message}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
                     <span class="n">name</span><span class="o">=</span><span class="n">e</span><span class="o">.</span><span class="n">message</span><span class="p">[</span><span class="s1">&#39;errorName&#39;</span><span class="p">],</span> <span class="n">message</span><span class="o">=</span><span class="n">e</span><span class="o">.</span><span class="n">message</span><span class="p">[</span><span class="s1">&#39;message&#39;</span><span class="p">]))</span>
             <span class="k">else</span><span class="p">:</span>
                 <span class="k">raise</span> <span class="n">PrestoException</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">))</span></div>
 
-<div class="viewcode-block" id="PrestoHook.get_first"><a class="viewcode-back" href="../code.html#airflow.hooks.PrestoHook.get_first">[docs]</a>    <span class="k">def</span> <span class="nf">get_first</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hql</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="PrestoHook.get_first"><a class="viewcode-back" href="../code.html#airflow.hooks.PrestoHook.get_first">[docs]</a>    <span class="k">def</span> <span class="nf">get_first</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hql</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="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Returns only the first row, regardless of how many rows the query</span>
 <span class="sd">        returns.</span>
@@ -221,7 +246,7 @@
         <span class="k">except</span> <span class="n">DatabaseError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
             <span class="k">raise</span> <span class="n">PrestoException</span><span class="p">(</span><span class="n">e</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;message&#39;</span><span class="p">])</span></div>
 
-<div class="viewcode-block" id="PrestoHook.get_pandas_df"><a class="viewcode-back" href="../code.html#airflow.hooks.PrestoHook.get_pandas_df">[docs]</a>    <span class="k">def</span> <span class="nf">get_pandas_df</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hql</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="PrestoHook.get_pandas_df"><a class="viewcode-back" href="../code.html#airflow.hooks.PrestoHook.get_pandas_df">[docs]</a>    <span class="k">def</span> <span class="nf">get_pandas_df</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hql</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="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Get a pandas dataframe from a sql query.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -240,7 +265,7 @@
             <span class="n">df</span> <span class="o">=</span> <span class="n">pandas</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span>
         <span class="k">return</span> <span class="n">df</span></div>
 
-<div class="viewcode-block" id="PrestoHook.run"><a class="viewcode-back" href="../code.html#airflow.hooks.PrestoHook.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hql</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
+<div class="viewcode-block" id="PrestoHook.run"><a class="viewcode-back" href="../code.html#airflow.hooks.PrestoHook.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hql</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="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Execute the statement against Presto. Can be used to create views.</span>
 <span class="sd">        &quot;&quot;&quot;</span>
@@ -251,6 +276,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -283,7 +311,8 @@
             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>
diff --git a/_modules/python_operator.html b/_modules/python_operator.html
index 059ebb2..d2def55 100644
--- a/_modules/python_operator.html
+++ b/_modules/python_operator.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>python_operator</li>
+        
+      <li>python_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,14 +176,14 @@
 <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">builtins</span> <span class="kn">import</span> <span class="nb">str</span>
-<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span>
 <span class="kn">import</span> <span class="nn">logging</span>
 
-<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="kn">import</span> <span class="n">BaseOperator</span><span class="p">,</span> <span class="n">TaskInstance</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="kn">import</span> <span class="n">State</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</span> <span class="kn">import</span> <span class="n">settings</span>
+<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">BaseOperator</span><span class="p">,</span> <span class="n">TaskInstance</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="k">import</span> <span class="n">State</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</span> <span class="k">import</span> <span class="n">settings</span>
 
 
 <div class="viewcode-block" id="PythonOperator"><a class="viewcode-back" href="../code.html#airflow.operators.PythonOperator">[docs]</a><span class="k">class</span> <span class="nc">PythonOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
@@ -195,11 +220,11 @@
     <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">python_callable</span><span class="p">,</span>
-            <span class="n">op_args</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">op_kwargs</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">provide_context</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
-            <span class="n">templates_dict</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">templates_exts</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">op_args</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">op_kwargs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">provide_context</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">templates_dict</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">templates_exts</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">PythonOperator</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="bp">self</span><span class="o">.</span><span class="n">python_callable</span> <span class="o">=</span> <span class="n">python_callable</span>
@@ -272,7 +297,7 @@
 <span class="sd">    &quot;&quot;&quot;</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">condition</span> <span class="o">=</span> <span class="nb">super</span><span class="p">(</span><span class="n">ShortCircuitOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">execute</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="s2">&quot;Condition result is {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">condition</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;Condition result is </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">condition</span><span class="p">))</span>
         <span class="k">if</span> <span class="n">condition</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;Proceeding with downstream tasks...&#39;</span><span class="p">)</span>
             <span class="k">return</span>
@@ -292,6 +317,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -324,7 +352,8 @@
             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>
diff --git a/_modules/sensors.html b/_modules/sensors.html
index 6567e38..f2b1cfe 100644
--- a/_modules/sensors.html
+++ b/_modules/sensors.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>sensors</li>
+        
+      <li>sensors</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,24 +176,27 @@
 <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">__future__</span> <span class="kn">import</span> <span class="n">print_function</span>
-<span class="kn">from</span> <span class="nn">future</span> <span class="kn">import</span> <span class="n">standard_library</span>
+<span class="kn">from</span> <span class="nn">__future__</span> <span class="k">import</span> <span class="n">print_function</span>
+<span class="kn">from</span> <span class="nn">future</span> <span class="k">import</span> <span class="n">standard_library</span>
 <span class="n">standard_library</span><span class="o">.</span><span class="n">install_aliases</span><span class="p">()</span>
-<span class="kn">from</span> <span class="nn">builtins</span> <span class="kn">import</span> <span class="nb">str</span>
-<span class="kn">from</span> <span class="nn">past.builtins</span> <span class="kn">import</span> <span class="nb">basestring</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</span>
+<span class="kn">from</span> <span class="nn">past.builtins</span> <span class="k">import</span> <span class="n">basestring</span>
 
-<span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
+<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">datetime</span>
 <span class="kn">import</span> <span class="nn">logging</span>
-<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="kn">import</span> <span class="n">urlparse</span>
-<span class="kn">from</span> <span class="nn">time</span> <span class="kn">import</span> <span class="n">sleep</span>
+<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="k">import</span> <span class="n">urlparse</span>
+<span class="kn">from</span> <span class="nn">time</span> <span class="k">import</span> <span class="n">sleep</span>
+<span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">import</span> <span class="nn">sys</span>
 
 <span class="kn">import</span> <span class="nn">airflow</span>
-<span class="kn">from</span> <span class="nn">airflow</span> <span class="kn">import</span> <span class="n">hooks</span><span class="p">,</span> <span class="n">settings</span>
-<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="kn">import</span> <span class="n">AirflowException</span><span class="p">,</span> <span class="n">AirflowSensorTimeout</span><span class="p">,</span> <span class="n">AirflowSkipException</span>
-<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="kn">import</span> <span class="n">BaseOperator</span><span class="p">,</span> <span class="n">TaskInstance</span><span class="p">,</span> <span class="n">Connection</span> <span class="k">as</span> <span class="n">DB</span>
-<span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="kn">import</span> <span class="n">BaseHook</span>
-<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="kn">import</span> <span class="n">State</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</span> <span class="k">import</span> <span class="n">hooks</span><span class="p">,</span> <span class="n">settings</span>
+<span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span><span class="p">,</span> <span class="n">AirflowSensorTimeout</span><span class="p">,</span> <span class="n">AirflowSkipException</span>
+<span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">BaseOperator</span><span class="p">,</span> <span class="n">TaskInstance</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="k">import</span> <span class="n">BaseHook</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.hdfs_hook</span> <span class="k">import</span> <span class="n">HDFSHook</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.state</span> <span class="k">import</span> <span class="n">State</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="k">class</span> <span class="nc">BaseSensorOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
@@ -193,7 +221,7 @@
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">poke_interval</span><span class="o">=</span><span class="mi">60</span><span class="p">,</span>
             <span class="n">timeout</span><span class="o">=</span><span class="mi">60</span><span class="o">*</span><span class="mi">60</span><span class="o">*</span><span class="mi">24</span><span class="o">*</span><span class="mi">7</span><span class="p">,</span>
-            <span class="n">soft_fail</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
+            <span class="n">soft_fail</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">BaseSensorOperator</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="bp">self</span><span class="o">.</span><span class="n">poke_interval</span> <span class="o">=</span> <span class="n">poke_interval</span>
@@ -245,13 +273,13 @@
         <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Poking: &#39;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">sql</span><span class="p">)</span>
         <span class="n">records</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">get_records</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sql</span><span class="p">)</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="n">records</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">False</span>
+            <span class="k">return</span> <span class="kc">False</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">records</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span> <span class="ow">in</span> <span class="p">(</span><span class="s1">&#39;0&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">,):</span>
-                <span class="k">return</span> <span class="bp">False</span>
+                <span class="k">return</span> <span class="kc">False</span>
             <span class="k">else</span><span class="p">:</span>
-                <span class="k">return</span> <span class="bp">True</span>
-            <span class="k">print</span><span class="p">(</span><span class="n">records</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span></div>
+                <span class="k">return</span> <span class="kc">True</span>
+            <span class="nb">print</span><span class="p">(</span><span class="n">records</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span></div>
 
 
 <div class="viewcode-block" id="MetastorePartitionSensor"><a class="viewcode-back" href="../code.html#airflow.operators.MetastorePartitionSensor">[docs]</a><span class="k">class</span> <span class="nc">MetastorePartitionSensor</span><span class="p">(</span><span class="n">SqlSensor</span><span class="p">):</span>
@@ -286,13 +314,18 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">partition_name</span> <span class="o">=</span> <span class="n">partition_name</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">schema</span> <span class="o">=</span> <span class="n">schema</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">first_poke</span> <span class="o">=</span> <span class="bp">True</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">first_poke</span> <span class="o">=</span> <span class="kc">True</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">conn_id</span> <span class="o">=</span> <span class="n">mysql_conn_id</span>
+        <span class="c1"># TODO(aoen): We shouldn&#39;t be using SqlSensor here but MetastorePartitionSensor.</span>
+        <span class="c1"># The problem is the way apply_defaults works isn&#39;t compatible with inheritance.</span>
+        <span class="c1"># The inheritance model needs to be reworked in order to support overriding args/</span>
+        <span class="c1"># kwargs with arguments here, then &#39;conn_id&#39; and &#39;sql&#39; can be passed into the</span>
+        <span class="c1"># constructor below and apply_defaults will no longer throw an exception.</span>
         <span class="nb">super</span><span class="p">(</span><span class="n">SqlSensor</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="k">def</span> <span class="nf">poke</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="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">first_poke</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">first_poke</span> <span class="o">=</span> <span class="bp">False</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">first_poke</span> <span class="o">=</span> <span class="kc">False</span>
             <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</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">schema</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">sql</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
@@ -301,9 +334,9 @@
 <span class="s2">            LEFT OUTER JOIN TBLS B0 ON A0.TBL_ID = B0.TBL_ID</span>
 <span class="s2">            LEFT OUTER JOIN DBS C0 ON B0.DB_ID = C0.DB_ID</span>
 <span class="s2">            WHERE</span>
-<span class="s2">                B0.TBL_NAME = &#39;{self.table}&#39; AND</span>
-<span class="s2">                C0.NAME = &#39;{self.schema}&#39; AND</span>
-<span class="s2">                A0.PART_NAME = &#39;{self.partition_name}&#39;;</span>
+<span class="s2">                B0.TBL_NAME = &#39;</span><span class="si">{self.table}</span><span class="s2">&#39; AND</span>
+<span class="s2">                C0.NAME = &#39;</span><span class="si">{self.schema}</span><span class="s2">&#39; AND</span>
+<span class="s2">                A0.PART_NAME = &#39;</span><span class="si">{self.partition_name}</span><span class="s2">&#39;;</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="bp">self</span><span class="p">)</span>
         <span class="k">return</span> <span class="nb">super</span><span class="p">(</span><span class="n">MetastorePartitionSensor</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">poke</span><span class="p">(</span><span class="n">context</span><span class="p">)</span></div>
 
@@ -338,13 +371,13 @@
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">external_dag_id</span><span class="p">,</span>
             <span class="n">external_task_id</span><span class="p">,</span>
-            <span class="n">allowed_states</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">execution_delta</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">execution_date_fn</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
+            <span class="n">allowed_states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">execution_delta</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">execution_date_fn</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">ExternalTaskSensor</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="bp">self</span><span class="o">.</span><span class="n">allowed_states</span> <span class="o">=</span> <span class="n">allowed_states</span> <span class="ow">or</span> <span class="p">[</span><span class="n">State</span><span class="o">.</span><span class="n">SUCCESS</span><span class="p">]</span>
-        <span class="k">if</span> <span class="n">execution_delta</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span> <span class="ow">and</span> <span class="n">execution_date_fn</span> <span class="ow">is</span> <span class="ow">not</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">execution_delta</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">execution_date_fn</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
                 <span class="s1">&#39;Only one of `execution_date` or `execution_date_fn` may&#39;</span>
                 <span class="s1">&#39;be provided to ExternalTaskSensor; not both.&#39;</span><span class="p">)</span>
@@ -364,9 +397,9 @@
 
         <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
             <span class="s1">&#39;Poking for &#39;</span>
-            <span class="s1">&#39;{self.external_dag_id}.&#39;</span>
-            <span class="s1">&#39;{self.external_task_id} on &#39;</span>
-            <span class="s1">&#39;{dttm} ... &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
+            <span class="s1">&#39;</span><span class="si">{self.external_dag_id}</span><span class="s1">.&#39;</span>
+            <span class="s1">&#39;</span><span class="si">{self.external_task_id}</span><span class="s1"> on &#39;</span>
+            <span class="s1">&#39;</span><span class="si">{dttm}</span><span class="s1"> ... &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="n">TI</span> <span class="o">=</span> <span class="n">TaskInstance</span>
 
         <span class="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
@@ -406,22 +439,23 @@
             <span class="bp">self</span><span class="p">,</span>
             <span class="n">partition_names</span><span class="p">,</span>
             <span class="n">metastore_conn_id</span><span class="o">=</span><span class="s1">&#39;metastore_default&#39;</span><span class="p">,</span>
-            <span class="n">poke_interval</span><span class="o">=</span><span class="mi">60</span><span class="o">*</span><span class="mi">3</span><span class="p">,</span>
+            <span class="n">poke_interval</span><span class="o">=</span><span class="mi">60</span> <span class="o">*</span> <span class="mi">3</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">NamedHivePartitionSensor</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="n">poke_interval</span><span class="o">=</span><span class="n">poke_interval</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="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">partition_names</span><span class="p">,</span> <span class="nb">basestring</span><span class="p">):</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">partition_names</span><span class="p">,</span> <span class="n">basestring</span><span class="p">):</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s1">&#39;partition_names must be an array of strings&#39;</span><span class="p">)</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">metastore_conn_id</span> <span class="o">=</span> <span class="n">metastore_conn_id</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">partition_names</span> <span class="o">=</span> <span class="n">partition_names</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">next_poke_idx</span> <span class="o">=</span> <span class="mi">0</span>
 
+    <span class="nd">@classmethod</span>
     <span class="k">def</span> <span class="nf">parse_partition_name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">partition</span><span class="p">):</span>
         <span class="k">try</span><span class="p">:</span>
-            <span class="n">schema</span><span class="p">,</span> <span class="n">table_partition</span> <span class="o">=</span> <span class="n">partition</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)</span>
+            <span class="n">schema</span><span class="p">,</span> <span class="n">table_partition</span> <span class="o">=</span> <span class="n">partition</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
             <span class="n">table</span><span class="p">,</span> <span class="n">partition</span> <span class="o">=</span> <span class="n">table_partition</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;/&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
             <span class="k">return</span> <span class="n">schema</span><span class="p">,</span> <span class="n">table</span><span class="p">,</span> <span class="n">partition</span>
         <span class="k">except</span> <span class="ne">ValueError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
@@ -430,7 +464,7 @@
     <span class="k">def</span> <span class="nf">poke</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="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;hook&#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">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">hive_hooks</span><span class="o">.</span><span class="n">HiveMetastoreHook</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">hooks</span><span class="o">.</span><span class="n">HiveMetastoreHook</span><span class="p">(</span>
                 <span class="n">metastore_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">metastore_conn_id</span><span class="p">)</span>
 
         <span class="k">def</span> <span class="nf">poke_partition</span><span class="p">(</span><span class="n">partition</span><span class="p">):</span>
@@ -438,7 +472,7 @@
             <span class="n">schema</span><span class="p">,</span> <span class="n">table</span><span class="p">,</span> <span class="n">partition</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">parse_partition_name</span><span class="p">(</span><span class="n">partition</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;Poking for {schema}.{table}/{partition}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
+                <span class="s1">&#39;Poking for </span><span class="si">{schema}</span><span class="s1">.</span><span class="si">{table}</span><span class="s1">/</span><span class="si">{partition}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
             <span class="p">)</span>
             <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="o">.</span><span class="n">check_for_named_partition</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">partition</span><span class="p">)</span>
@@ -447,9 +481,9 @@
             <span class="k">if</span> <span class="n">poke_partition</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">partition_names</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">next_poke_idx</span><span class="p">]):</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">next_poke_idx</span> <span class="o">+=</span> <span class="mi">1</span>
             <span class="k">else</span><span class="p">:</span>
-                <span class="k">return</span> <span class="bp">False</span>
+                <span class="k">return</span> <span class="kc">False</span>
 
-        <span class="k">return</span> <span class="bp">True</span></div>
+        <span class="k">return</span> <span class="kc">True</span></div>
 
 
 <div class="viewcode-block" id="HivePartitionSensor"><a class="viewcode-back" href="../code.html#airflow.operators.HivePartitionSensor">[docs]</a><span class="k">class</span> <span class="nc">HivePartitionSensor</span><span class="p">(</span><span class="n">BaseSensorOperator</span><span class="p">):</span>
@@ -496,10 +530,10 @@
         <span class="k">if</span> <span class="s1">&#39;.&#39;</span> <span class="ow">in</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">schema</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;.&#39;</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;Poking for table {self.schema}.{self.table}, &#39;</span>
-            <span class="s1">&#39;partition {self.partition}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
+            <span class="s1">&#39;Poking for table </span><span class="si">{self.schema}</span><span class="s1">.</span><span class="si">{self.table}</span><span class="s1">, &#39;</span>
+            <span class="s1">&#39;partition </span><span class="si">{self.partition}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;hook&#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">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">hive_hooks</span><span class="o">.</span><span class="n">HiveMetastoreHook</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">hooks</span><span class="o">.</span><span class="n">HiveMetastoreHook</span><span class="p">(</span>
                 <span class="n">metastore_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">metastore_conn_id</span><span class="p">)</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="o">.</span><span class="n">check_for_partition</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">partition</span><span class="p">)</span></div>
@@ -510,29 +544,77 @@
 <span class="sd">    Waits for a file or folder to land in HDFS</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;filepath&#39;</span><span class="p">,)</span>
-    <span class="n">ui_color</span> <span class="o">=</span> <span class="s1">&#39;#4d9de0&#39;</span>
+    <span class="n">ui_color</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">WEB_COLORS</span><span class="p">[</span><span class="s1">&#39;LIGHTBLUE&#39;</span><span class="p">]</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">filepath</span><span class="p">,</span>
             <span class="n">hdfs_conn_id</span><span class="o">=</span><span class="s1">&#39;hdfs_default&#39;</span><span class="p">,</span>
+            <span class="n">ignored_ext</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;_COPYING_&#39;</span><span class="p">],</span>
+            <span class="n">ignore_copying</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
+            <span class="n">file_size</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">hook</span><span class="o">=</span><span class="n">HDFSHook</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">HdfsSensor</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="bp">self</span><span class="o">.</span><span class="n">filepath</span> <span class="o">=</span> <span class="n">filepath</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">hdfs_conn_id</span> <span class="o">=</span> <span class="n">hdfs_conn_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">file_size</span> <span class="o">=</span> <span class="n">file_size</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">ignored_ext</span> <span class="o">=</span> <span class="n">ignored_ext</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">ignore_copying</span> <span class="o">=</span> <span class="n">ignore_copying</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">hook</span> <span class="o">=</span> <span class="n">hook</span>
+
+    <span class="nd">@staticmethod</span>
+<div class="viewcode-block" id="HdfsSensor.filter_for_filesize"><a class="viewcode-back" href="../code.html#airflow.operators.HdfsSensor.filter_for_filesize">[docs]</a>    <span class="k">def</span> <span class="nf">filter_for_filesize</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Will test the filepath result and test if its size is at least self.filesize</span>
+<span class="sd">        :param result: a list of dicts returned by Snakebite ls</span>
+<span class="sd">        :param size: the file size in MB a file should be at least to trigger True</span>
+<span class="sd">        :return: (bool) depending on the matching criteria</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">size</span><span class="p">:</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;Filtering for file size &gt;= </span><span class="si">%s</span><span class="s1"> in files: </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">size</span><span class="p">,</span> <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">: [...]
+            <span class="n">size</span> <span class="o">*=</span> <span class="n">settings</span><span class="o">.</span><span class="n">MEGABYTE</span>
+            <span class="n">result</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">result</span> <span class="k">if</span> <span class="n">x</span><span class="p">[</span><span class="s1">&#39;length&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">size</span><span class="p">]</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;HdfsSensor.poke: after size filter result is </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">result</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">result</span></div>
+
+    <span class="nd">@staticmethod</span>
+<div class="viewcode-block" id="HdfsSensor.filter_for_ignored_ext"><a class="viewcode-back" href="../code.html#airflow.operators.HdfsSensor.filter_for_ignored_ext">[docs]</a>    <span class="k">def</span> <span class="nf">filter_for_ignored_ext</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="n">ignored_ext</span><span class="p">,</span> <span class="n">ignore_copying</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Will filter if instructed to do so the result to remove matching criteria</span>
+<span class="sd">        :param result: (list) of dicts returned by Snakebite ls</span>
+<span class="sd">        :param ignored_ext: (list) of ignored extentions</span>
+<span class="sd">        :param ignore_copying: (bool) shall we ignore ?</span>
+<span class="sd">        :return:</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">if</span> <span class="n">ignore_copying</span><span class="p">:</span>
+            <span class="n">regex_builder</span> <span class="o">=</span> <span class="s2">&quot;^.*\.(</span><span class="si">%s</span><span class="s2">$)$&quot;</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="n">ignored_ext</span><span class="p">)</span>
+            <span class="n">ignored_extentions_regex</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">regex_builder</span><span class="p">)</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;Filtering result for ignored extentions: </span><span class="si">%s</span><span class="s1"> in files </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">ignored_extentions_regex</span><span class="o">.</span><span class="n">pattern</span><span class="p">,</span>
+                          <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="s1">&#39;path&#39;</span><span class="p">],</span> <span class="n">result</span><span class="p">))</span>
+            <span class="n">result</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">result</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">ignored_extentions_regex</span><span class="o">.</span><span class="n">match</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="s1">&#39;path&#39;</span><spa [...]
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;HdfsSensor.poke: after ext filter result is </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">result</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">result</span></div>
 
     <span class="k">def</span> <span class="nf">poke</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="kn">import</span> <span class="nn">airflow.hooks.hdfs_hook</span>
-        <span class="n">sb</span> <span class="o">=</span> <span class="n">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">hdfs_hook</span><span class="o">.</span><span class="n">HDFSHook</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hdfs_conn_id</span><span class="p">)</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
+        <span class="n">sb</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hdfs_conn_id</span><span class="p">)</span><span class="o">.</span><span class="n">get_conn</span><span class="p">()</span>
         <span class="n">logging</span><span class="o">.</span><span class="n">getLogger</span><span class="p">(</span><span class="s2">&quot;snakebite&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">setLevel</span><span class="p">(</span><span class="n">logging</span><span class="o">.</span><span class="n">WARNING</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;Poking for file {self.filepath} &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</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;Poking for file </span><span class="si">{self.filepath}</span><span class="s1"> &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="k">try</span><span class="p">:</span>
-            <span class="n">files</span> <span class="o">=</span> <span class="p">[</span><span class="n">f</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">sb</span><span class="o">.</span><span class="n">ls</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">filepath</span><span class="p">])]</span>
+            <span class="c1"># IMOO it&#39;s not right here, as there no raise of any kind.</span>
+            <span class="c1"># if the filepath is let&#39;s say &#39;/data/mydirectory&#39;, it&#39;s correct but if it is &#39;/data/mydirectory/*&#39;,</span>
+            <span class="c1"># it&#39;s not correct as the directory exists and sb does not raise any error</span>
+            <span class="c1"># here is a quick fix</span>
+            <span class="n">result</span> <span class="o">=</span> <span class="p">[</span><span class="n">f</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">sb</span><span class="o">.</span><span class="n">ls</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">filepath</span><span class="p">],</span> <span class="n">include_toplevel</span><span class="o">=</span><span class="kc">False</sp [...]
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s1">&#39;HdfsSensor.poke: result is </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">result</span><span class="p">)</span>
+            <span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">filter_for_ignored_ext</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">ignored_ext</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">ignore_copying</span><span class="p">)</span>
+            <span class="n">result</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">filter_for_filesize</span><span class="p">(</span><span class="n">result</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">file_size</span><span class="p">)</span>
+            <span class="k">return</span> <span class="nb">bool</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
         <span class="k">except</span><span class="p">:</span>
-            <span class="k">return</span> <span class="bp">False</span>
-        <span class="k">return</span> <span class="bp">True</span></div>
+            <span class="n">e</span> <span class="o">=</span> <span class="n">sys</span><span class="o">.</span><span class="n">exc_info</span><span class="p">()</span>
+            <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Caught an exception !: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">))</span>
+            <span class="k">return</span> <span class="kc">False</span></div>
 
 
 <div class="viewcode-block" id="WebHdfsSensor"><a class="viewcode-back" href="../code.html#airflow.operators.WebHdfsSensor">[docs]</a><span class="k">class</span> <span class="nc">WebHdfsSensor</span><span class="p">(</span><span class="n">BaseSensorOperator</span><span class="p">):</span>
@@ -554,7 +636,7 @@
     <span class="k">def</span> <span class="nf">poke</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">c</span> <span class="o">=</span> <span class="n">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">webhdfs_hook</span><span class="o">.</span><span class="n">WebHDFSHook</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">webhdfs_conn_id</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;Poking for file {self.filepath} &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
+            <span class="s1">&#39;Poking for file </span><span class="si">{self.filepath}</span><span class="s1"> &#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="k">return</span> <span class="n">c</span><span class="o">.</span><span class="n">check_for_path</span><span class="p">(</span><span class="n">hdfs_path</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">filepath</span><span class="p">)</span></div>
 
 
@@ -580,17 +662,13 @@
     <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">bucket_key</span><span class="p">,</span>
-            <span class="n">bucket_name</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-            <span class="n">wildcard_match</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span>
+            <span class="n">bucket_name</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+            <span class="n">wildcard_match</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
             <span class="n">s3_conn_id</span><span class="o">=</span><span class="s1">&#39;s3_default&#39;</span><span class="p">,</span>
             <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="nb">super</span><span class="p">(</span><span class="n">S3KeySensor</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="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
-        <span class="n">db</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DB</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DB</span><span class="o">.</span><span class="n">conn_id</span> <span class="o">==</span> <span class="n">s3_conn_id</span><span class="p">)</span><span class="o">.</span><span class="n [...]
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">db</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;conn_id doesn&#39;t exist in the repository&quot;</span><span class="p">)</span>
         <span class="c1"># Parse</span>
-        <span class="k">if</span> <span class="n">bucket_name</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">bucket_name</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">parsed_url</span> <span class="o">=</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">bucket_key</span><span class="p">)</span>
             <span class="k">if</span> <span class="n">parsed_url</span><span class="o">.</span><span class="n">netloc</span> <span class="o">==</span> <span class="s1">&#39;&#39;</span><span class="p">:</span>
                 <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">&#39;Please provide a bucket_name&#39;</span><span class="p">)</span>
@@ -604,14 +682,12 @@
         <span class="bp">self</span><span class="o">.</span><span class="n">bucket_key</span> <span class="o">=</span> <span class="n">bucket_key</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">wildcard_match</span> <span class="o">=</span> <span class="n">wildcard_match</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">s3_conn_id</span> <span class="o">=</span> <span class="n">s3_conn_id</span>
-        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
-        <span class="n">session</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
 
     <span class="k">def</span> <span class="nf">poke</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="kn">import</span> <span class="nn">airflow.hooks.S3_hook</span>
         <span class="n">hook</span> <span class="o">=</span> <span class="n">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">S3_hook</span><span class="o">.</span><span class="n">S3Hook</span><span class="p">(</span><span class="n">s3_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">s3_conn_id</span><span class="p">)</span>
         <span class="n">full_url</span> <span class="o">=</span> <span class="s2">&quot;s3://&quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">bucket_name</span> <span class="o">+</span> <span class="s2">&quot;/&quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">bucket_key</span>
-        <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Poking for key : {full_url}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</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;Poking for key : </span><span class="si">{full_url}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">wildcard_match</span><span class="p">:</span>
             <span class="k">return</span> <span class="n">hook</span><span class="o">.</span><span class="n">check_for_wildcard_key</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">bucket_key</span><span class="p">,</span>
                                                <span class="bp">self</span><span class="o">.</span><span class="n">bucket_name</span><span class="p">)</span>
@@ -645,22 +721,16 @@
             <span class="n">s3_conn_id</span><span class="o">=</span><span class="s1">&#39;s3_default&#39;</span><span class="p">,</span>
             <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="nb">super</span><span class="p">(</span><span class="n">S3PrefixSensor</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="n">session</span> <span class="o">=</span> <span class="n">settings</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
-        <span class="n">db</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">DB</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="n">DB</span><span class="o">.</span><span class="n">conn_id</span> <span class="o">==</span> <span class="n">s3_conn_id</span><span class="p">)</span><span class="o">.</span><span class="n [...]
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">db</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;conn_id doesn&#39;t exist in the repository&quot;</span><span class="p">)</span>
         <span class="c1"># Parse</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">bucket_name</span> <span class="o">=</span> <span class="n">bucket_name</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">delimiter</span> <span class="o">=</span> <span class="n">delimiter</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">full_url</span> <span class="o">=</span> <span class="s2">&quot;s3://&quot;</span> <span class="o">+</span> <span class="n">bucket_name</span> <span class="o">+</span> <span class="s1">&#39;/&#39;</span> <span class="o">+</span> <span class="n">prefix</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">s3_conn_id</span> <span class="o">=</span> <span class="n">s3_conn_id</span>
-        <span class="n">session</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span>
-        <span class="n">session</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
 
     <span class="k">def</span> <span class="nf">poke</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;Poking for prefix : {self.prefix}</span><span class="se">\n</span><span class="s1">&#39;</span>
-                     <span class="s1">&#39;in bucket s3://{self.bucket_name}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</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;Poking for prefix : </span><span class="si">{self.prefix}</span><span class="se">\n</span><span class="s1">&#39;</span>
+                     <span class="s1">&#39;in bucket s3://</span><span class="si">{self.bucket_name}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">()))</span>
         <span class="kn">import</span> <span class="nn">airflow.hooks.S3_hook</span>
         <span class="n">hook</span> <span class="o">=</span> <span class="n">airflow</span><span class="o">.</span><span class="n">hooks</span><span class="o">.</span><span class="n">S3_hook</span><span class="o">.</span><span class="n">S3Hook</span><span class="p">(</span><span class="n">s3_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">s3_conn_id</span><span class="p">)</span>
         <span class="k">return</span> <span class="n">hook</span><span class="o">.</span><span class="n">check_for_prefix</span><span class="p">(</span>
@@ -685,7 +755,7 @@
 
     <span class="k">def</span> <span class="nf">poke</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;Checking if the time ({0}) has come&#39;</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">target_time</span><span class="p">))</span>
+            <span class="s1">&#39;Checking if the time (</span><span class="si">{0}</span><span class="s1">) has come&#39;</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">target_time</span><span class="p">))</span>
         <span class="k">return</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">target_time</span></div>
 
 
@@ -710,7 +780,7 @@
         <span class="n">dag</span> <span class="o">=</span> <span class="n">context</span><span class="p">[</span><span class="s1">&#39;dag&#39;</span><span class="p">]</span>
         <span class="n">target_dttm</span> <span class="o">=</span> <span class="n">dag</span><span class="o">.</span><span class="n">following_schedule</span><span class="p">(</span><span class="n">context</span><span class="p">[</span><span class="s1">&#39;execution_date&#39;</span><span class="p">])</span>
         <span class="n">target_dttm</span> <span class="o">+=</span> <span class="bp">self</span><span class="o">.</span><span class="n">delta</span>
-        <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Checking if the time ({0}) has come&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">target_dttm</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;Checking if the time (</span><span class="si">{0}</span><span class="s1">) has come&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">target_dttm</span><span class="p">))</span>
         <span class="k">return</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span> <span class="o">&gt;</span> <span class="n">target_dttm</span>
 
 
@@ -736,16 +806,16 @@
 <span class="sd">        depends on the option that&#39;s being modified.</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;endpoint&#39;</span><span class="p">,)</span>
+    <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;endpoint&#39;</span><span class="p">,</span> <span class="s1">&#39;params&#39;</span><span class="p">)</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">endpoint</span><span class="p">,</span>
                  <span class="n">http_conn_id</span><span class="o">=</span><span class="s1">&#39;http_default&#39;</span><span class="p">,</span>
-                 <span class="n">params</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                 <span class="n">headers</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                 <span class="n">response_check</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span>
-                 <span class="n">extra_options</span><span class="o">=</span><span class="bp">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="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">headers</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">response_check</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">extra_options</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">HttpSensor</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="bp">self</span><span class="o">.</span><span class="n">endpoint</span> <span class="o">=</span> <span class="n">endpoint</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">http_conn_id</span> <span class="o">=</span> <span class="n">http_conn_id</span>
@@ -768,14 +838,17 @@
                 <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">response_check</span><span class="p">(</span><span class="n">response</span><span class="p">)</span>
         <span class="k">except</span> <span class="n">AirflowException</span> <span class="k">as</span> <span class="n">ae</span><span class="p">:</span>
             <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">ae</span><span class="p">)</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">&quot;404&quot;</span><span class="p">):</span>
-                <span class="k">return</span> <span class="bp">False</span>
+                <span class="k">return</span> <span class="kc">False</span>
 
             <span class="k">raise</span> <span class="n">ae</span>
 
-        <span class="k">return</span> <span class="bp">True</span></div>
+        <span class="k">return</span> <span class="kc">True</span></div>
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -808,7 +881,8 @@
             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>
diff --git a/_modules/sqlite_hook.html b/_modules/sqlite_hook.html
index 70abb8c..dc33f36 100644
--- a/_modules/sqlite_hook.html
+++ b/_modules/sqlite_hook.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>sqlite_hook</li>
+        
+      <li>sqlite_hook</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -153,7 +178,7 @@
 
 <span class="kn">import</span> <span class="nn">sqlite3</span>
 
-<span class="kn">from</span> <span class="nn">airflow.hooks.dbapi_hook</span> <span class="kn">import</span> <span class="n">DbApiHook</span>
+<span class="kn">from</span> <span class="nn">airflow.hooks.dbapi_hook</span> <span class="k">import</span> <span class="n">DbApiHook</span>
 
 
 <div class="viewcode-block" id="SqliteHook"><a class="viewcode-back" href="../code.html#airflow.hooks.SqliteHook">[docs]</a><span class="k">class</span> <span class="nc">SqliteHook</span><span class="p">(</span><span class="n">DbApiHook</span><span class="p">):</span>
@@ -164,7 +189,7 @@
 
     <span class="n">conn_name_attr</span> <span class="o">=</span> <span class="s1">&#39;sqlite_conn_id&#39;</span>
     <span class="n">default_conn_name</span> <span class="o">=</span> <span class="s1">&#39;sqlite_default&#39;</span>
-    <span class="n">supports_autocommit</span> <span class="o">=</span> <span class="bp">False</span>
+    <span class="n">supports_autocommit</span> <span class="o">=</span> <span class="kc">False</span>
 
 <div class="viewcode-block" id="SqliteHook.get_conn"><a class="viewcode-back" href="../code.html#airflow.hooks.SqliteHook.get_conn">[docs]</a>    <span class="k">def</span> <span class="nf">get_conn</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
@@ -176,6 +201,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -208,7 +236,8 @@
             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>
diff --git a/_modules/ssh_execute_operator.html b/_modules/ssh_execute_operator.html
index c4c952d..27834e2 100644
--- a/_modules/ssh_execute_operator.html
+++ b/_modules/ssh_execute_operator.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>ssh_execute_operator</li>
+        
+      <li>ssh_execute_operator</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -151,14 +176,14 @@
 <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">builtins</span> <span class="kn">import</span> <span class="nb">bytes</span>
+<span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">bytes</span>
 <span class="kn">import</span> <span class="nn">logging</span>
 <span class="kn">import</span> <span class="nn">subprocess</span>
-<span class="kn">from</span> <span class="nn">subprocess</span> <span class="kn">import</span> <span class="n">STDOUT</span>
+<span class="kn">from</span> <span class="nn">subprocess</span> <span class="k">import</span> <span class="n">STDOUT</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.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="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.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span>
 
 
 <span class="k">class</span> <span class="nc">SSHTempFileContent</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
@@ -177,9 +202,9 @@
 
 <span class="sd">    :param ssh_hook: A SSHHook that indicates a remote host</span>
 <span class="sd">                     where you want to create tempfile</span>
-<span class="sd">    :param content: Initial content of creating temprary file</span>
+<span class="sd">    :param content: Initial content of creating temporary file</span>
 <span class="sd">    :type content: string</span>
-<span class="sd">    :param prefix: The prefix string you want to use for the temprary file</span>
+<span class="sd">    :param prefix: The prefix string you want to use for the temporary file</span>
 <span class="sd">    :type prefix: string</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
@@ -194,7 +219,7 @@
         <span class="n">prefix</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prefix</span>
 
         <span class="n">pmktemp</span> <span class="o">=</span> <span class="n">ssh_hook</span><span class="o">.</span><span class="n">Popen</span><span class="p">([</span><span class="s2">&quot;-q&quot;</span><span class="p">,</span>
-                                  <span class="s2">&quot;mktemp&quot;</span><span class="p">,</span> <span class="s2">&quot;--tmpdir&quot;</span><span class="p">,</span> <span class="n">prefix</span> <span class="o">+</span> <span class="s2">&quot;_XXXXXX&quot;</span><span class="p">],</span>
+                                  <span class="s2">&quot;mktemp&quot;</span><span class="p">,</span> <span class="s2">&quot;-t&quot;</span><span class="p">,</span> <span class="n">prefix</span> <span class="o">+</span> <span class="s2">&quot;_XXXXXX&quot;</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">STDOUT</span><span class="p">)</span>
         <span class="n">tempfile</span> <span class="o">=</span> <span class="n">pmktemp</span><span class="o">.</span><span class="n">communicate</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span>
@@ -221,7 +246,7 @@
         <span class="n">sp</span><span class="o">.</span><span class="n">wait</span><span class="p">()</span>
         <span class="k">if</span> <span class="n">sp</span><span class="o">.</span><span class="n">returncode</span><span class="p">:</span>
             <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Failed to remove to remote temp file&quot;</span><span class="p">)</span>
-        <span class="k">return</span> <span class="bp">False</span>
+        <span class="k">return</span> <span class="kc">False</span>
 
 
 <div class="viewcode-block" id="SSHExecuteOperator"><a class="viewcode-back" href="../code.html#airflow.contrib.operators.SSHExecuteOperator">[docs]</a><span class="k">class</span> <span class="nc">SSHExecuteOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span>
@@ -248,8 +273,8 @@
     <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">ssh_hook</span><span class="p">,</span>
                  <span class="n">bash_command</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">env</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="kc">False</span><span class="p">,</span>
+                 <span class="n">env</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">SSHExecuteOperator</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="bp">self</span><span class="o">.</span><span class="n">bash_command</span> <span class="o">=</span> <span class="n">bash_command</span>
@@ -266,8 +291,10 @@
                                 <span class="bp">self</span><span class="o">.</span><span class="n">bash_command</span><span class="p">,</span>
                                 <span class="bp">self</span><span class="o">.</span><span class="n">task_id</span><span class="p">)</span> <span class="k">as</span> <span class="n">remote_file_path</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;Temporary script &quot;</span>
-                         <span class="s2">&quot;location : {0}:{1}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">host</span><span class="p">,</span> <span class="n">remote_file_path</span><span class="p">))</span>
+                         <span class="s2">&quot;location : </span><span class="si">{0}</span><span class="s2">:</span><span class="si">{1}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">host</span><span class="p">,</span> <span class="n">remote_file_path</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;Running command: &quot;</span> <span class="o">+</span> <span class="n">bash_command</span><span class="p">)</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">env</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">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="s2">&quot;env: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">env</span><span class="p">))</span>
 
             <span class="n">sp</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">Popen</span><span class="p">(</span>
                 <span class="p">[</span><span class="s1">&#39;-q&#39;</span><span class="p">,</span> <span class="s1">&#39;bash&#39;</span><span class="p">,</span> <span class="n">remote_file_path</span><span class="p">],</span>
@@ -279,11 +306,11 @@
             <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Output:&quot;</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="nb">iter</span><span class="p">(</span><span class="n">sp</span><span class="o">.</span><span class="n">stdout</span><span class="o">.</span><span class="n">readline</span><span class="p">,</span> <span class="n">b</span><span class="s1">&#39;&#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="o">.</span><span class="n">strip</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="o">.</span><span class="n">strip</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="n">line</span><span class="p">)</span>
             <span class="n">sp</span><span class="o">.</span><span class="n">wait</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;Command exited with &quot;</span>
-                         <span class="s2">&quot;return code {0}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">sp</span><span class="o">.</span><span class="n">returncode</span><span class="p">))</span>
+                         <span class="s2">&quot;return code </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">sp</span><span class="o">.</span><span class="n">returncode</span><span class="p">))</span>
             <span class="k">if</span> <span class="n">sp</span><span class="o">.</span><span class="n">returncode</span><span class="p">:</span>
                 <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Bash command failed&quot;</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>
@@ -297,6 +324,9 @@
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -329,7 +359,8 @@
             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>
diff --git a/_modules/ssh_hook.html b/_modules/ssh_hook.html
index e094b62..8da4b35 100644
--- a/_modules/ssh_hook.html
+++ b/_modules/ssh_hook.html
@@ -30,6 +30,9 @@
   
 
   
+        <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 +43,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -90,6 +94,8 @@
 <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 +110,10 @@
 
       
       <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 +126,36 @@
 
 
 
+
+
+
+
+
+
+
+
+
+
 <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>ssh_hook</li>
+        
+      <li>ssh_hook</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
+            
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -156,10 +181,10 @@
 <span class="c1">#</span>
 <span class="c1"># This is a port of Luigi&#39;s ssh implementation. All credits go there.</span>
 <span class="kn">import</span> <span class="nn">subprocess</span>
-<span class="kn">from</span> <span class="nn">contextlib</span> <span class="kn">import</span> <span class="n">contextmanager</span>
+<span class="kn">from</span> <span class="nn">contextlib</span> <span class="k">import</span> <span class="n">contextmanager</span>
 
-<span class="kn">from</span> <span class="nn">airflow.hooks.base_hook</span> <span class="kn">import</span> <span class="n">BaseHook</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.hooks.base_hook</span> <span class="k">import</span> <span class="n">BaseHook</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">import</span> <span class="nn">logging</span>
 
@@ -191,11 +216,13 @@
 <span class="sd">    &quot;&quot;&quot;</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">conn_id</span><span class="o">=</span><span class="s1">&#39;ssh_default&#39;</span><span class="p">):</span>
         <span class="n">conn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_connection</span><span class="p">(</span><span class="n">conn_id</span><span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">key_file</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;key_file&#39;</span><span class="p">,</span> <span class="bp">None</span><span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">connect_timeout</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;connect_timeout&#39;</span><span class="p">,</span> <span class="bp">None</span><span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">no_host_key_check</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;no_host_key_check&#39;</span><span class="p">,</span> <span class="bp">False</span><span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">tty</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tty&#39;</span><span class="p">,</span> <span class="bp">False</span><span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">sshpass</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;sshpass&#39;</span><span class="p">,</span> <span class="bp">False</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">key_file</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;key_file&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">connect_timeout</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;connect_timeout&#39;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tcp_keepalive</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tcp_keepalive&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">server_alive_interval</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;server_alive_interval&#39;</span><span class="p">,</span> <span class="mi">60</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">no_host_key_check</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;no_host_key_check&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">tty</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;tty&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">sshpass</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">extra_dejson</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;sshpass&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">conn</span> <span class="o">=</span> <span class="n">conn</span>
 
     <span class="k">def</span> <span class="nf">get_conn</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -203,7 +230,7 @@
 
     <span class="k">def</span> <span class="nf">_host_ref</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">conn</span><span class="o">.</span><span class="n">login</span><span class="p">:</span>
-            <span class="k">return</span> <span class="s2">&quot;{0}@{1}&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">conn</span><span class="o">.</span><span class="n">login</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span><span class="o">.</span><span class="n">host</span><span class="p">)</span>
+            <span class="k">return</span> <span class="s2">&quot;</span><span class="si">{0}</span><span class="s2">@</span><span class="si">{1}</span><span class="s2">&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">conn</span><span class="o">.</span><span class="n">login</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span [...]
         <span class="k">else</span><span class="p">:</span>
             <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span><span class="o">.</span><span class="n">host</span>
 
@@ -218,7 +245,11 @@
             <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">&quot;-p&quot;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">conn</span><span class="o">.</span><span class="n">port</span><span class="p">)]</span>
 
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">connect_timeout</span><span class="p">:</span>
-            <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">&quot;-o&quot;</span><span class="p">,</span> <span class="s2">&quot;ConnectionTimeout={}&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">connect_timeout</span><span class="p">)]</span>
+            <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">&quot;-o&quot;</span><span class="p">,</span> <span class="s2">&quot;ConnectionTimeout=</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">connect_timeout</span><span class="p">)]</span>
+
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">tcp_keepalive</span><span class="p">:</span>
+            <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">&quot;-o&quot;</span><span class="p">,</span> <span class="s2">&quot;TCPKeepAlive=yes&quot;</span><span class="p">]</span>
+            <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">&quot;-o&quot;</span><span class="p">,</span> <span class="s2">&quot;ServerAliveInterval=</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">server_alive_interval</span><span class="p">)]</span>
 
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">no_host_key_check</span><span class="p">:</span>
             <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">&quot;-o&quot;</span><span class="p">,</span> <span class="s2">&quot;UserKnownHostsFile=/dev/null&quot;</span><span class="p">,</span>
@@ -231,7 +262,7 @@
             <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="p">[</span><span class="s2">&quot;-t&quot;</span><span class="p">]</span>
 
         <span class="n">connection_cmd</span> <span class="o">+=</span> <span class="n">cmd</span>
-        <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;SSH cmd: {} &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">connection_cmd</span><span class="p">))</span>
+        <span class="n">logging</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;SSH cmd: </span><span class="si">{}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">connection_cmd</span><span class="p">))</span>
 
         <span class="k">return</span> <span class="n">connection_cmd</span>
 
@@ -259,13 +290,13 @@
 
         <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">returncode</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
             <span class="c1"># I like this better: RemoteCalledProcessError(p.returncode, cmd, self.host, output=output)</span>
-            <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Cannot execute {} on {}. Error code is: {}. Output: {}, Stderr: {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+            <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">&quot;Cannot execute </span><span class="si">{}</span><span class="s2"> on </span><span class="si">{}</span><span class="s2">. Error code is: </span><span class="si">{}</span><span class="s2">. Output: </span><span class="si">{}</span><span class="s2">, Stderr: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format [...]
                                    <span class="n">cmd</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">conn</span><span class="o">.</span><span class="n">host</span><span class="p">,</span> <span class="n">p</span><span class="o">.</span><span class="n">returncode</span><span class="p">,</span> <span class="n">output</span><span class="p">,</span> <span class="n">stderr</span><span class="p">))</span>
 
         <span class="k">return</span> <span class="n">output</span></div>
 
     <span class="nd">@contextmanager</span>
-<div class="viewcode-block" id="SSHHook.tunnel"><a class="viewcode-back" href="../code.html#airflow.contrib.hooks.SSHHook.tunnel">[docs]</a>    <span class="k">def</span> <span class="nf">tunnel</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">local_port</span><span class="p">,</span> <span class="n">remote_port</span><span class="o">=</span><span class="bp">None</span><span class="p">,</span> <span class="n">remote_host</span><span class [...]
+<div class="viewcode-block" id="SSHHook.tunnel"><a class="viewcode-back" href="../code.html#airflow.contrib.hooks.SSHHook.tunnel">[docs]</a>    <span class="k">def</span> <span class="nf">tunnel</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">local_port</span><span class="p">,</span> <span class="n">remote_port</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">remote_host</span><span class [...]
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Creates a tunnel between two hosts. Like ssh -L &lt;LOCAL_PORT&gt;:host:&lt;REMOTE_PORT&gt;.</span>
 <span class="sd">        Remember to close() the returned &quot;tunnel&quot; object in order to clean up</span>
@@ -279,7 +310,7 @@
 <span class="sd">        :type remote_host: str</span>
 <span class="sd">        :return:</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">tunnel_host</span> <span class="o">=</span> <span class="s2">&quot;{0}:{1}:{2}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">local_port</span><span class="p">,</span> <span class="n">remote_host</span><span class="p">,</span> <span class="n">remote_port</span><span class="p">)</span>
+        <span class="n">tunnel_host</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{0}</span><span class="s2">:</span><span class="si">{1}</span><span class="s2">:</span><span class="si">{2}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">local_port</span><span class="p">,</span> <span class="n">remote_host</span><span class="p">,</span> <span class="n">remote_port</span><span [...]
         <span class="n">proc</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">Popen</span><span class="p">([</span><span class="s2">&quot;-L&quot;</span><span class="p">,</span> <span class="n">tunnel_host</span><span class="p">,</span> <span class="s2">&quot;echo -n ready &amp;&amp; cat&quot;</span><span class="p">],</span>
                           <span class="n">stdin</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">stdout</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">)</span>
 
@@ -287,11 +318,14 @@
         <span class="k">assert</span> <span class="n">ready</span> <span class="o">==</span> <span class="n">b</span><span class="s2">&quot;ready&quot;</span><span class="p">,</span> <span class="s2">&quot;Did not get &#39;ready&#39; from remote&quot;</span>
         <span class="k">yield</span>
         <span class="n">proc</span><span class="o">.</span><span class="n">communicate</span><span class="p">()</span>
-        <span class="k">assert</span> <span class="n">proc</span><span class="o">.</span><span class="n">returncode</span> <span class="o">==</span> <span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;Tunnel process did unclean exit (returncode {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">proc</span><span class="o">.</span><span class="n">returncode</span><span class="p">)</span></div></div>
+        <span class="k">assert</span> <span class="n">proc</span><span class="o">.</span><span class="n">returncode</span> <span class="o">==</span> <span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;Tunnel process did unclean exit (returncode </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">proc</span><span class="o">.</span><span class="n">returncode</span><s [...]
 
 </pre></div>
 
            </div>
+           <div class="articleComments">
+            
+           </div>
           </div>
           <footer>
   
@@ -324,7 +358,8 @@
             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>
diff --git a/_static/basic.css b/_static/basic.css
index 65dfd7d..7ed0e58 100644
--- a/_static/basic.css
+++ b/_static/basic.css
@@ -85,10 +85,6 @@ div.sphinxsidebar #searchbox input[type="text"] {
     width: 170px;
 }
 
-div.sphinxsidebar #searchbox input[type="submit"] {
-    width: 30px;
-}
-
 img {
     border: 0;
     max-width: 100%;
@@ -126,6 +122,8 @@ ul.keywordmatches li.goodmatch a {
 
 table.contentstable {
     width: 90%;
+    margin-left: auto;
+    margin-right: auto;
 }
 
 table.contentstable p.biglink {
@@ -153,9 +151,14 @@ table.indextable td {
     vertical-align: top;
 }
 
-table.indextable dl, table.indextable dd {
+table.indextable ul {
     margin-top: 0;
     margin-bottom: 0;
+    list-style-type: none;
+}
+
+table.indextable > tbody > tr > td > ul {
+    padding-left: 0em;
 }
 
 table.indextable tr.pcap {
@@ -187,6 +190,13 @@ div.genindex-jumpbox {
     padding: 0.4em;
 }
 
+/* -- domain module index --------------------------------------------------- */
+
+table.modindextable td {
+    padding: 2px;
+    border-collapse: collapse;
+}
+
 /* -- general body styles --------------------------------------------------- */
 
 div.body p, div.body dd, div.body li, div.body blockquote {
@@ -221,10 +231,6 @@ div.body td {
     text-align: left;
 }
 
-.field-list ul {
-    padding-left: 1em;
-}
-
 .first {
     margin-top: 0 !important;
 }
@@ -341,10 +347,6 @@ table.docutils td, table.docutils th {
     border-bottom: 1px solid #aaa;
 }
 
-table.field-list td, table.field-list th {
-    border: 0 !important;
-}
-
 table.footnote td, table.footnote th {
     border: 0 !important;
 }
@@ -381,6 +383,20 @@ div.figure p.caption span.caption-number {
 div.figure p.caption span.caption-text {
 }
 
+/* -- field list styles ----------------------------------------------------- */
+
+table.field-list td, table.field-list th {
+    border: 0 !important;
+}
+
+.field-list ul {
+    margin: 0;
+    padding-left: 1em;
+}
+
+.field-list p {
+    margin: 0;
+}
 
 /* -- other body styles ----------------------------------------------------- */
 
@@ -431,15 +447,6 @@ dl.glossary dt {
     font-size: 1.1em;
 }
 
-.field-list ul {
-    margin: 0;
-    padding-left: 1em;
-}
-
-.field-list p {
-    margin: 0;
-}
-
 .optional {
     font-size: 1.3em;
 }
@@ -498,6 +505,13 @@ pre {
     overflow-y: hidden;  /* fixes display issues on Chrome browsers */
 }
 
+span.pre {
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    -webkit-hyphens: none;
+    hyphens: none;
+}
+
 td.linenos pre {
     padding: 5px 0px;
     border: 0;
@@ -589,6 +603,16 @@ span.eqno {
     float: right;
 }
 
+span.eqno a.headerlink {
+    position: relative;
+    left: 0px;
+    z-index: 1;
+}
+
+div.math:hover a.headerlink {
+    visibility: visible;
+}
+
 /* -- printout stylesheet --------------------------------------------------- */
 
 @media print {
diff --git a/_static/comment-bright.png b/_static/comment-bright.png
index 551517b..15e27ed 100644
Binary files a/_static/comment-bright.png and b/_static/comment-bright.png differ
diff --git a/_static/comment-close.png b/_static/comment-close.png
index 09b54be..4d91bcf 100644
Binary files a/_static/comment-close.png and b/_static/comment-close.png differ
diff --git a/_static/comment.png b/_static/comment.png
index 92feb52..dfbc0cb 100644
Binary files a/_static/comment.png and b/_static/comment.png differ
diff --git a/_static/css/badge_only.css b/_static/css/badge_only.css
index 7e17fb1..6362912 100644
--- a/_static/css/badge_only.css
+++ b/_static/css/badge_only.css
@@ -1,2 +1,2 @@
-.fa:before{-webkit-font-smoothing:antialiased}.clearfix{*zoom:1}.clearfix:before,.clearfix:after{display:table;content:""}.clearfix:after{clear:both}@font-face{font-family:FontAwesome;font-weight:normal;font-style:normal;src:url("../font/fontawesome_webfont.eot");src:url("../font/fontawesome_webfont.eot?#iefix") format("embedded-opentype"),url("../font/fontawesome_webfont.woff") format("woff"),url("../font/fontawesome_webfont.ttf") format("truetype"),url("../font/fontawesome_webfont.svg [...]
+.fa:before{-webkit-font-smoothing:antialiased}.clearfix{*zoom:1}.clearfix:before,.clearfix:after{display:table;content:""}.clearfix:after{clear:both}@font-face{font-family:FontAwesome;font-weight:normal;font-style:normal;src:url("../font/fontawesome_webfont.eot");src:url("../font/fontawesome_webfont.eot?#iefix") format("embedded-opentype"),url("../font/fontawesome_webfont.woff") format("woff"),url("../font/fontawesome_webfont.ttf") format("truetype"),url("../font/fontawesome_webfont.svg [...]
 /*# sourceMappingURL=badge_only.css.map */
diff --git a/_static/css/theme.css b/_static/css/theme.css
index 7be9339..c1631d8 100644
--- a/_static/css/theme.css
+++ b/_static/css/theme.css
@@ -1,5 +1,5 @@
 *{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}article,aside,details,figcaption,figure,footer,header,hgroup,nav,section{display:block}audio,canvas,video{display:inline-block;*display:inline;*zoom:1}audio:not([controls]){display:none}[hidden]{display:none}*{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}html{font-size:100%;-webkit-text-size-adjust:100%;-ms-text-size-adjust:100%}body{margin:0}a:hover,a:active{outline:0}abbr [...]
- *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  Font Awesome 4.6.3 by @davegandy - http://fontawesome.io - @fontawesome
  *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
- */@font-face{font-family:'FontAwesome';src:url("../fonts/fontawesome-webfont.eot?v=4.2.0");src:url("../fonts/fontawesome-webfont.eot?#iefix&v=4.2.0") format("embedded-opentype"),url("../fonts/fontawesome-webfont.woff?v=4.2.0") format("woff"),url("../fonts/fontawesome-webfont.ttf?v=4.2.0") format("truetype"),url("../fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular") format("svg");font-weight:normal;font-style:normal}.fa,.wy-menu-vertical li span.toctree-expand,.wy-menu-vertical l [...]
+ */@font-face{font-family:'FontAwesome';src:url("../fonts/fontawesome-webfont.eot?v=4.6.3");src:url("../fonts/fontawesome-webfont.eot?#iefix&v=4.6.3") format("embedded-opentype"),url("../fonts/fontawesome-webfont.woff2?v=4.6.3") format("woff2"),url("../fonts/fontawesome-webfont.woff?v=4.6.3") format("woff"),url("../fonts/fontawesome-webfont.ttf?v=4.6.3") format("truetype"),url("../fonts/fontawesome-webfont.svg?v=4.6.3#fontawesomeregular") format("svg");font-weight:normal;font-style:norma [...]
 /*# sourceMappingURL=theme.css.map */
diff --git a/_static/down-pressed.png b/_static/down-pressed.png
index 7c30d00..5756c8c 100644
Binary files a/_static/down-pressed.png and b/_static/down-pressed.png differ
diff --git a/_static/down.png b/_static/down.png
index f48098a..1b3bdad 100644
Binary files a/_static/down.png and b/_static/down.png differ
diff --git a/_static/file.png b/_static/file.png
index 254c60b..a858a41 100644
Binary files a/_static/file.png and b/_static/file.png differ
diff --git a/_static/fonts/Inconsolata-Bold.ttf b/_static/fonts/Inconsolata-Bold.ttf
index 58c9fef..809c1f5 100644
Binary files a/_static/fonts/Inconsolata-Bold.ttf and b/_static/fonts/Inconsolata-Bold.ttf differ
diff --git a/_static/fonts/Inconsolata-Regular.ttf b/_static/fonts/Inconsolata-Regular.ttf
index a87ffba..fc981ce 100644
Binary files a/_static/fonts/Inconsolata-Regular.ttf and b/_static/fonts/Inconsolata-Regular.ttf differ
diff --git a/_static/fonts/Lato-Bold.ttf b/_static/fonts/Lato-Bold.ttf
index 7434369..1d23c70 100644
Binary files a/_static/fonts/Lato-Bold.ttf and b/_static/fonts/Lato-Bold.ttf differ
diff --git a/_static/fonts/Lato-Regular.ttf b/_static/fonts/Lato-Regular.ttf
index 04ea8ef..0f3d0f8 100644
Binary files a/_static/fonts/Lato-Regular.ttf and b/_static/fonts/Lato-Regular.ttf differ
diff --git a/_static/fonts/fontawesome-webfont.eot b/_static/fonts/fontawesome-webfont.eot
index 84677bc..c7b00d2 100644
Binary files a/_static/fonts/fontawesome-webfont.eot and b/_static/fonts/fontawesome-webfont.eot differ
diff --git a/_static/fonts/fontawesome-webfont.svg b/_static/fonts/fontawesome-webfont.svg
index d907b25..8b66187 100644
--- a/_static/fonts/fontawesome-webfont.svg
+++ b/_static/fonts/fontawesome-webfont.svg
@@ -147,14 +147,14 @@
 <glyph unicode="&#xf077;" horiz-adv-x="1792" d="M1683 205l-166 -165q-19 -19 -45 -19t-45 19l-531 531l-531 -531q-19 -19 -45 -19t-45 19l-166 165q-19 19 -19 45.5t19 45.5l742 741q19 19 45 19t45 -19l742 -741q19 -19 19 -45.5t-19 -45.5z" />
 <glyph unicode="&#xf078;" horiz-adv-x="1792" d="M1683 728l-742 -741q-19 -19 -45 -19t-45 19l-742 741q-19 19 -19 45.5t19 45.5l166 165q19 19 45 19t45 -19l531 -531l531 531q19 19 45 19t45 -19l166 -165q19 -19 19 -45.5t-19 -45.5z" />
 <glyph unicode="&#xf079;" horiz-adv-x="1920" d="M1280 32q0 -13 -9.5 -22.5t-22.5 -9.5h-960q-8 0 -13.5 2t-9 7t-5.5 8t-3 11.5t-1 11.5v13v11v160v416h-192q-26 0 -45 19t-19 45q0 24 15 41l320 384q19 22 49 22t49 -22l320 -384q15 -17 15 -41q0 -26 -19 -45t-45 -19h-192v-384h576q16 0 25 -11l160 -192q7 -11 7 -21 zM1920 448q0 -24 -15 -41l-320 -384q-20 -23 -49 -23t-49 23l-320 384q-15 17 -15 41q0 26 19 45t45 19h192v384h-576q-16 0 -25 12l-160 192q-7 9 -7 20q0 13 9.5 22.5t22.5 9.5h960q8 0 13.5 -2t9 -7t5.5  [...]
-<glyph unicode="&#xf07a;" horiz-adv-x="1664" d="M640 0q0 -53 -37.5 -90.5t-90.5 -37.5t-90.5 37.5t-37.5 90.5t37.5 90.5t90.5 37.5t90.5 -37.5t37.5 -90.5zM1536 0q0 -53 -37.5 -90.5t-90.5 -37.5t-90.5 37.5t-37.5 90.5t37.5 90.5t90.5 37.5t90.5 -37.5t37.5 -90.5zM1664 1088v-512q0 -24 -16 -42.5t-41 -21.5 l-1044 -122q1 -7 4.5 -21.5t6 -26.5t2.5 -22q0 -16 -24 -64h920q26 0 45 -19t19 -45t-19 -45t-45 -19h-1024q-26 0 -45 19t-19 45q0 14 11 39.5t29.5 59.5t20.5 38l-177 823h-204q-26 0 -45 19t-19 45t19 45t45 19h [...]
+<glyph unicode="&#xf07a;" horiz-adv-x="1664" d="M640 0q0 -52 -38 -90t-90 -38t-90 38t-38 90t38 90t90 38t90 -38t38 -90zM1536 0q0 -52 -38 -90t-90 -38t-90 38t-38 90t38 90t90 38t90 -38t38 -90zM1664 1088v-512q0 -24 -16.5 -42.5t-40.5 -21.5l-1044 -122q13 -60 13 -70q0 -16 -24 -64h920q26 0 45 -19t19 -45 t-19 -45t-45 -19h-1024q-26 0 -45 19t-19 45q0 11 8 31.5t16 36t21.5 40t15.5 29.5l-177 823h-204q-26 0 -45 19t-19 45t19 45t45 19h256q16 0 28.5 -6.5t19.5 -15.5t13 -24.5t8 -26t5.5 -29.5t4.5 -26h1201q26 0 [...]
 <glyph unicode="&#xf07b;" horiz-adv-x="1664" d="M1664 928v-704q0 -92 -66 -158t-158 -66h-1216q-92 0 -158 66t-66 158v960q0 92 66 158t158 66h320q92 0 158 -66t66 -158v-32h672q92 0 158 -66t66 -158z" />
 <glyph unicode="&#xf07c;" horiz-adv-x="1920" d="M1879 584q0 -31 -31 -66l-336 -396q-43 -51 -120.5 -86.5t-143.5 -35.5h-1088q-34 0 -60.5 13t-26.5 43q0 31 31 66l336 396q43 51 120.5 86.5t143.5 35.5h1088q34 0 60.5 -13t26.5 -43zM1536 928v-160h-832q-94 0 -197 -47.5t-164 -119.5l-337 -396l-5 -6q0 4 -0.5 12.5 t-0.5 12.5v960q0 92 66 158t158 66h320q92 0 158 -66t66 -158v-32h544q92 0 158 -66t66 -158z" />
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+<glyph unicode="&#xf2b7;" horiz-adv-x="1792" />
+<glyph unicode="&#xf2b8;" horiz-adv-x="1792" />
+<glyph unicode="&#xf2b9;" horiz-adv-x="1792" />
+<glyph unicode="&#xf2ba;" horiz-adv-x="1792" />
+<glyph unicode="&#xf2bb;" horiz-adv-x="1792" />
+<glyph unicode="&#xf2bc;" horiz-adv-x="1792" />
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\ No newline at end of file
diff --git a/_static/fonts/fontawesome-webfont.ttf b/_static/fonts/fontawesome-webfont.ttf
index 96a3639..f221e50 100644
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diff --git a/_static/fonts/fontawesome-webfont.woff b/_static/fonts/fontawesome-webfont.woff
index 628b6a5..6e7483c 100644
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diff --git a/_static/jquery.js b/_static/jquery.js
index ab28a24..f6a6a99 100644
--- a/_static/jquery.js
+++ b/_static/jquery.js
@@ -1,4 +1,4 @@
-/*! jQuery v1.11.1 | (c) 2005, 2014 jQuery Foundation, Inc. | jquery.org/license */
-!function(a,b){"object"==typeof module&&"object"==typeof module.exports?module.exports=a.document?b(a,!0):function(a){if(!a.document)throw new Error("jQuery requires a window with a document");return b(a)}:b(a)}("undefined"!=typeof window?window:this,function(a,b){var c=[],d=c.slice,e=c.concat,f=c.push,g=c.indexOf,h={},i=h.toString,j=h.hasOwnProperty,k={},l="1.11.1",m=function(a,b){return new m.fn.init(a,b)},n=/^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g,o=/^-ms-/,p=/-([\da-z])/gi,q=function(a,b [...]
-if(k&&j[k]&&(e||j[k].data)||void 0!==d||"string"!=typeof b)return k||(k=i?a[h]=c.pop()||m.guid++:h),j[k]||(j[k]=i?{}:{toJSON:m.noop}),("object"==typeof b||"function"==typeof b)&&(e?j[k]=m.extend(j[k],b):j[k].data=m.extend(j[k].data,b)),g=j[k],e||(g.data||(g.data={}),g=g.data),void 0!==d&&(g[m.camelCase(b)]=d),"string"==typeof b?(f=g[b],null==f&&(f=g[m.camelCase(b)])):f=g,f}}function R(a,b,c){if(m.acceptData(a)){var d,e,f=a.nodeType,g=f?m.cache:a,h=f?a[m.expando]:m.expando;if(g[h]){if(b&& [...]
-},cur:function(){var a=Zb.propHooks[this.prop];return a&&a.get?a.get(this):Zb.propHooks._default.get(this)},run:function(a){var b,c=Zb.propHooks[this.prop];return this.pos=b=this.options.duration?m.easing[this.easing](a,this.options.duration*a,0,1,this.options.duration):a,this.now=(this.end-this.start)*b+this.start,this.options.step&&this.options.step.call(this.elem,this.now,this),c&&c.set?c.set(this):Zb.propHooks._default.set(this),this}},Zb.prototype.init.prototype=Zb.prototype,Zb.prop [...]
+/*! jQuery v3.1.0 | (c) jQuery Foundation | jquery.org/license */
+!function(a,b){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=a.document?b(a,!0):function(a){if(!a.document)throw new Error("jQuery requires a window with a document");return b(a)}:b(a)}("undefined"!=typeof window?window:this,function(a,b){"use strict";var c=[],d=a.document,e=Object.getPrototypeOf,f=c.slice,g=c.concat,h=c.push,i=c.indexOf,j={},k=j.toString,l=j.hasOwnProperty,m=l.toString,n=m.call(Object),o={};function p(a,b){b=b||d;var c=b.createElem [...]
+r.isFunction(d)||(g=!0),j&&(g?(b.call(a,d),b=null):(j=b,b=function(a,b,c){return j.call(r(a),c)})),b))for(;h<i;h++)b(a[h],c,g?d:d.call(a[h],h,b(a[h],c)));return e?a:j?b.call(a):i?b(a[0],c):f},T=function(a){return 1===a.nodeType||9===a.nodeType||!+a.nodeType};function U(){this.expando=r.expando+U.uid++}U.uid=1,U.prototype={cache:function(a){var b=a[this.expando];return b||(b={},T(a)&&(a.nodeType?a[this.expando]=b:Object.defineProperty(a,this.expando,{value:b,configurable:!0}))),b},set:fun [...]
+if(e&&1===a.nodeType)while(c=e[d++])a.removeAttribute(c)}}),hb={set:function(a,b,c){return b===!1?r.removeAttr(a,c):a.setAttribute(c,c),c}},r.each(r.expr.match.bool.source.match(/\w+/g),function(a,b){var c=ib[b]||r.find.attr;ib[b]=function(a,b,d){var e,f,g=b.toLowerCase();return d||(f=ib[g],ib[g]=e,e=null!=c(a,b,d)?g:null,ib[g]=f),e}});var jb=/^(?:input|select|textarea|button)$/i,kb=/^(?:a|area)$/i;r.fn.extend({prop:function(a,b){return S(this,r.prop,a,b,arguments.length>1)},removeProp:f [...]
diff --git a/_static/js/theme.js b/_static/js/theme.js
index 48a9f06..af661a9 100644
--- a/_static/js/theme.js
+++ b/_static/js/theme.js
@@ -13,33 +13,36 @@ function ThemeNav () {
         winPosition: 0,
         winHeight: null,
         docHeight: null,
-        isRunning: null
+        isRunning: false
     };
 
     nav.enable = function () {
         var self = this;
 
-        jQuery(function ($) {
-            self.init($);
-
-            self.reset();
-            self.win.on('hashchange', self.reset);
-
-            // Set scroll monitor
-            self.win.on('scroll', function () {
-                if (!self.linkScroll) {
-                    self.winScroll = true;
-                }
-            });
-            setInterval(function () { if (self.winScroll) self.onScroll(); }, 25);
-
-            // Set resize monitor
-            self.win.on('resize', function () {
-                self.winResize = true;
+        if (!self.isRunning) {
+            self.isRunning = true;
+            jQuery(function ($) {
+                self.init($);
+
+                self.reset();
+                self.win.on('hashchange', self.reset);
+
+                // Set scroll monitor
+                self.win.on('scroll', function () {
+                    if (!self.linkScroll) {
+                        self.winScroll = true;
+                    }
+                });
+                setInterval(function () { if (self.winScroll) self.onScroll(); }, 25);
+
+                // Set resize monitor
+                self.win.on('resize', function () {
+                    self.winResize = true;
+                });
+                setInterval(function () { if (self.winResize) self.onResize(); }, 25);
+                self.onResize();
             });
-            setInterval(function () { if (self.winResize) self.onResize(); }, 25);
-            self.onResize();
-        });
+        };
     };
 
     nav.init = function ($) {
@@ -95,6 +98,19 @@ function ThemeNav () {
             try {
                 var link = $('.wy-menu-vertical')
                     .find('[href="' + anchor + '"]');
+                // If we didn't find a link, it may be because we clicked on
+                // something that is not in the sidebar (eg: when using
+                // sphinxcontrib.httpdomain it generates headerlinks but those
+                // aren't picked up and placed in the toctree). So let's find
+                // the closest header in the document and try with that one.
+                if (link.length === 0) {
+                  var doc_link = $('.document a[href="' + anchor + '"]');
+                  var closest_section = doc_link.closest('div.section');
+                  // Try again with the closest section entry.
+                  link = $('.wy-menu-vertical')
+                    .find('[href="#' + closest_section.attr("id") + '"]');
+
+                }
                 $('.wy-menu-vertical li.toctree-l1 li.current')
                     .removeClass('current');
                 link.closest('li.toctree-l2').addClass('current');
diff --git a/_static/minus.png b/_static/minus.png
index 0f22b16..d96755f 100644
Binary files a/_static/minus.png and b/_static/minus.png differ
diff --git a/_static/plus.png b/_static/plus.png
index 0cfe084..7107cec 100644
Binary files a/_static/plus.png and b/_static/plus.png differ
diff --git a/_static/searchtools.js b/_static/searchtools.js
index 066857c..bbfb3ac 100644
--- a/_static/searchtools.js
+++ b/_static/searchtools.js
@@ -226,6 +226,106 @@ var Scorer = {
 };
 
 
+
+
+
+var splitChars = (function() {
+    var result = {};
+    var singles = [96, 180, 187, 191, 215, 247, 749, 885, 903, 907, 909, 930, 1014, 1648,
+         1748, 1809, 2416, 2473, 2481, 2526, 2601, 2609, 2612, 2615, 2653, 2702,
+         2706, 2729, 2737, 2740, 2857, 2865, 2868, 2910, 2928, 2948, 2961, 2971,
+         2973, 3085, 3089, 3113, 3124, 3213, 3217, 3241, 3252, 3295, 3341, 3345,
+         3369, 3506, 3516, 3633, 3715, 3721, 3736, 3744, 3748, 3750, 3756, 3761,
+         3781, 3912, 4239, 4347, 4681, 4695, 4697, 4745, 4785, 4799, 4801, 4823,
+         4881, 5760, 5901, 5997, 6313, 7405, 8024, 8026, 8028, 8030, 8117, 8125,
+         8133, 8181, 8468, 8485, 8487, 8489, 8494, 8527, 11311, 11359, 11687, 11695,
+         11703, 11711, 11719, 11727, 11735, 12448, 12539, 43010, 43014, 43019, 43587,
+         43696, 43713, 64286, 64297, 64311, 64317, 64319, 64322, 64325, 65141];
+    var i, j, start, end;
+    for (i = 0; i < singles.length; i++) {
+        result[singles[i]] = true;
+    }
+    var ranges = [[0, 47], [58, 64], [91, 94], [123, 169], [171, 177], [182, 184], [706, 709],
+         [722, 735], [741, 747], [751, 879], [888, 889], [894, 901], [1154, 1161],
+         [1318, 1328], [1367, 1368], [1370, 1376], [1416, 1487], [1515, 1519], [1523, 1568],
+         [1611, 1631], [1642, 1645], [1750, 1764], [1767, 1773], [1789, 1790], [1792, 1807],
+         [1840, 1868], [1958, 1968], [1970, 1983], [2027, 2035], [2038, 2041], [2043, 2047],
+         [2070, 2073], [2075, 2083], [2085, 2087], [2089, 2307], [2362, 2364], [2366, 2383],
+         [2385, 2391], [2402, 2405], [2419, 2424], [2432, 2436], [2445, 2446], [2449, 2450],
+         [2483, 2485], [2490, 2492], [2494, 2509], [2511, 2523], [2530, 2533], [2546, 2547],
+         [2554, 2564], [2571, 2574], [2577, 2578], [2618, 2648], [2655, 2661], [2672, 2673],
+         [2677, 2692], [2746, 2748], [2750, 2767], [2769, 2783], [2786, 2789], [2800, 2820],
+         [2829, 2830], [2833, 2834], [2874, 2876], [2878, 2907], [2914, 2917], [2930, 2946],
+         [2955, 2957], [2966, 2968], [2976, 2978], [2981, 2983], [2987, 2989], [3002, 3023],
+         [3025, 3045], [3059, 3076], [3130, 3132], [3134, 3159], [3162, 3167], [3170, 3173],
+         [3184, 3191], [3199, 3204], [3258, 3260], [3262, 3293], [3298, 3301], [3312, 3332],
+         [3386, 3388], [3390, 3423], [3426, 3429], [3446, 3449], [3456, 3460], [3479, 3481],
+         [3518, 3519], [3527, 3584], [3636, 3647], [3655, 3663], [3674, 3712], [3717, 3718],
+         [3723, 3724], [3726, 3731], [3752, 3753], [3764, 3772], [3774, 3775], [3783, 3791],
+         [3802, 3803], [3806, 3839], [3841, 3871], [3892, 3903], [3949, 3975], [3980, 4095],
+         [4139, 4158], [4170, 4175], [4182, 4185], [4190, 4192], [4194, 4196], [4199, 4205],
+         [4209, 4212], [4226, 4237], [4250, 4255], [4294, 4303], [4349, 4351], [4686, 4687],
+         [4702, 4703], [4750, 4751], [4790, 4791], [4806, 4807], [4886, 4887], [4955, 4968],
+         [4989, 4991], [5008, 5023], [5109, 5120], [5741, 5742], [5787, 5791], [5867, 5869],
+         [5873, 5887], [5906, 5919], [5938, 5951], [5970, 5983], [6001, 6015], [6068, 6102],
+         [6104, 6107], [6109, 6111], [6122, 6127], [6138, 6159], [6170, 6175], [6264, 6271],
+         [6315, 6319], [6390, 6399], [6429, 6469], [6510, 6511], [6517, 6527], [6572, 6592],
+         [6600, 6607], [6619, 6655], [6679, 6687], [6741, 6783], [6794, 6799], [6810, 6822],
+         [6824, 6916], [6964, 6980], [6988, 6991], [7002, 7042], [7073, 7085], [7098, 7167],
+         [7204, 7231], [7242, 7244], [7294, 7400], [7410, 7423], [7616, 7679], [7958, 7959],
+         [7966, 7967], [8006, 8007], [8014, 8015], [8062, 8063], [8127, 8129], [8141, 8143],
+         [8148, 8149], [8156, 8159], [8173, 8177], [8189, 8303], [8306, 8307], [8314, 8318],
+         [8330, 8335], [8341, 8449], [8451, 8454], [8456, 8457], [8470, 8472], [8478, 8483],
+         [8506, 8507], [8512, 8516], [8522, 8525], [8586, 9311], [9372, 9449], [9472, 10101],
+         [10132, 11263], [11493, 11498], [11503, 11516], [11518, 11519], [11558, 11567],
+         [11622, 11630], [11632, 11647], [11671, 11679], [11743, 11822], [11824, 12292],
+         [12296, 12320], [12330, 12336], [12342, 12343], [12349, 12352], [12439, 12444],
+         [12544, 12548], [12590, 12592], [12687, 12689], [12694, 12703], [12728, 12783],
+         [12800, 12831], [12842, 12880], [12896, 12927], [12938, 12976], [12992, 13311],
+         [19894, 19967], [40908, 40959], [42125, 42191], [42238, 42239], [42509, 42511],
+         [42540, 42559], [42592, 42593], [42607, 42622], [42648, 42655], [42736, 42774],
+         [42784, 42785], [42889, 42890], [42893, 43002], [43043, 43055], [43062, 43071],
+         [43124, 43137], [43188, 43215], [43226, 43249], [43256, 43258], [43260, 43263],
+         [43302, 43311], [43335, 43359], [43389, 43395], [43443, 43470], [43482, 43519],
+         [43561, 43583], [43596, 43599], [43610, 43615], [43639, 43641], [43643, 43647],
+         [43698, 43700], [43703, 43704], [43710, 43711], [43715, 43738], [43742, 43967],
+         [44003, 44015], [44026, 44031], [55204, 55215], [55239, 55242], [55292, 55295],
+         [57344, 63743], [64046, 64047], [64110, 64111], [64218, 64255], [64263, 64274],
+         [64280, 64284], [64434, 64466], [64830, 64847], [64912, 64913], [64968, 65007],
+         [65020, 65135], [65277, 65295], [65306, 65312], [65339, 65344], [65371, 65381],
+         [65471, 65473], [65480, 65481], [65488, 65489], [65496, 65497]];
+    for (i = 0; i < ranges.length; i++) {
+        start = ranges[i][0];
+        end = ranges[i][1];
+        for (j = start; j <= end; j++) {
+            result[j] = true;
+        }
+    }
+    return result;
+})();
+
+function splitQuery(query) {
+    var result = [];
+    var start = -1;
+    for (var i = 0; i < query.length; i++) {
+        if (splitChars[query.charCodeAt(i)]) {
+            if (start !== -1) {
+                result.push(query.slice(start, i));
+                start = -1;
+            }
+        } else if (start === -1) {
+            start = i;
+        }
+    }
+    if (start !== -1) {
+        result.push(query.slice(start));
+    }
+    return result;
+}
+
+
+
+
 /**
  * Search Module
  */
@@ -324,7 +424,7 @@ var Search = {
     var searchterms = [];
     var excluded = [];
     var hlterms = [];
-    var tmp = query.split(/\s+/);
+    var tmp = splitQuery(query);
     var objectterms = [];
     for (i = 0; i < tmp.length; i++) {
       if (tmp[i] !== "") {
@@ -338,6 +438,10 @@ var Search = {
       }
       // stem the word
       var word = stemmer.stemWord(tmp[i].toLowerCase());
+      // prevent stemmer from cutting word smaller than two chars
+      if(word.length < 3 && tmp[i].length >= 3) {
+        word = tmp[i];
+      }
       var toAppend;
       // select the correct list
       if (word[0] == '-') {
@@ -435,7 +539,8 @@ var Search = {
             displayNextItem();
           });
         } else if (DOCUMENTATION_OPTIONS.HAS_SOURCE) {
-          $.ajax({url: DOCUMENTATION_OPTIONS.URL_ROOT + '_sources/' + item[0] + '.txt',
+          var suffix = DOCUMENTATION_OPTIONS.SOURCELINK_SUFFIX;
+          $.ajax({url: DOCUMENTATION_OPTIONS.URL_ROOT + '_sources/' + item[5] + (item[5].slice(-suffix.length) === suffix ? '' : suffix),
                   dataType: "text",
                   complete: function(jqxhr, textstatus) {
                     var data = jqxhr.responseText;
@@ -474,6 +579,7 @@ var Search = {
    */
   performObjectSearch : function(object, otherterms) {
     var filenames = this._index.filenames;
+    var docnames = this._index.docnames;
     var objects = this._index.objects;
     var objnames = this._index.objnames;
     var titles = this._index.titles;
@@ -527,7 +633,7 @@ var Search = {
           } else {
             score += Scorer.objPrioDefault;
           }
-          results.push([filenames[match[0]], fullname, '#'+anchor, descr, score]);
+          results.push([docnames[match[0]], fullname, '#'+anchor, descr, score, filenames[match[0]]]);
         }
       }
     }
@@ -539,6 +645,7 @@ var Search = {
    * search for full-text terms in the index
    */
   performTermsSearch : function(searchterms, excluded, terms, titleterms) {
+    var docnames = this._index.docnames;
     var filenames = this._index.filenames;
     var titles = this._index.titles;
 
@@ -613,7 +720,7 @@ var Search = {
         // select one (max) score for the file.
         // for better ranking, we should calculate ranking by using words statistics like basic tf-idf...
         var score = $u.max($u.map(fileMap[file], function(w){return scoreMap[file][w]}));
-        results.push([filenames[file], titles[file], '', null, score]);
+        results.push([docnames[file], titles[file], '', null, score, filenames[file]]);
       }
     }
     return results;
diff --git a/_static/up-pressed.png b/_static/up-pressed.png
index 99e7210..acee3b6 100644
Binary files a/_static/up-pressed.png and b/_static/up-pressed.png differ
diff --git a/_static/up.png b/_static/up.png
index 26de002..2a940a7 100644
Binary files a/_static/up.png and b/_static/up.png differ
diff --git a/cli.html b/cli.html
index 71ebad4..60008af 100644
--- a/cli.html
+++ b/cli.html
@@ -30,6 +30,9 @@
   
 
   
+        <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="next" title="Scheduling &amp; Triggers" href="scheduler.html"/>
         <link rel="prev" title="Data Profiling" href="profiling.html"/> 
@@ -41,6 +44,7 @@
 
 <body class="wy-body-for-nav" role="document">
 
+   
   <div class="wy-grid-for-nav">
 
     
@@ -91,6 +95,8 @@
 <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>
@@ -105,8 +111,10 @@
 
       
       <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>
 
 
@@ -115,23 +123,40 @@
         <div class="rst-content">
           
 
- 
+
+
+
+
+
+
+
+
+
+
+
 
 
 
 <div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-    <li><a href="index.html">Docs</a> &raquo;</li>
-      
-    <li>Command Line Interface</li>
+    
+      <li><a href="index.html">Docs</a> &raquo;</li>
+        
+      <li>Command Line Interface</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
         
-          
-            <a href="_sources/cli.txt" rel="nofollow"> View page source</a>
+            
+            <a href="_sources/cli.rst.txt" rel="nofollow"> View page source</a>
           
         
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
@@ -143,11 +168,24 @@
 many types of operation on a DAG, starting services, and supporting
 development and testing.</p>
 <div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">usage</span><span class="p">:</span> <span class="n">airflow</span> <span class="p">[</span><span class="o">-</span><span class="n">h</span><span class="p">]</span>
-               <span class="p">{</span><span class="n">resetdb</span><span class="p">,</span><span class="n">render</span><span class="p">,</span><span class="n">variables</span><span class="p">,</span><span class="n">pause</span><span class="p">,</span><span class="n">version</span><span class="p">,</span><span class="n">initdb</span><span class="p">,</span><span class="n">test</span><span class="p">,</span><span class="n">unpause</span><span class="p">,</span><span class="n">dag_state< [...]
+               <span class="p">{</span><span class="n">resetdb</span><span class="p">,</span><span class="n">render</span><span class="p">,</span><span class="n">variables</span><span class="p">,</span><span class="n">connections</span><span class="p">,</span><span class="n">pause</span><span class="p">,</span><span class="n">task_failed_deps</span><span class="p">,</span><span class="n">version</span><span class="p">,</span><span class="n">trigger_dag</span><span class="p">,</span><span [...]
                <span class="o">...</span>
 </pre></div>
 </div>
 <dl class="docutils">
+<dt>Required Arguments</dt>
+<dd><table class="first last docutils option-list" frame="void" rules="none">
+<col class="option" />
+<col class="description" />
+<tbody valign="top">
+<tr><td class="option-group">
+<kbd><span class="option">subcommand</span></kbd></td>
+<td><p class="first">sub-command help</p>
+<p class="last">Possible choices: resetdb, render, variables, connections, pause, task_failed_deps, version, trigger_dag, initdb, test, unpause, dag_state, run, list_tasks, backfill, list_dags, kerberos, worker, webserver, flower, scheduler, task_state, pool, serve_logs, clear, upgradedb</p>
+</td></tr>
+</tbody>
+</table>
+</dd>
 <dt>Sub-commands:</dt>
 <dd><dl class="first last docutils">
 <dt><strong>resetdb</strong></dt>
@@ -156,7 +194,7 @@ development and testing.</p>
 </pre></div>
 </div>
 <dl class="last docutils">
-<dt>Options:</dt>
+<dt>Optional Arguments</dt>
 <dd><table class="first last docutils option-list" frame="void" rules="none">
 <col class="option" />
 <col class="description" />
@@ -164,7 +202,7 @@ development and testing.</p>
 <tr><td class="option-group" colspan="2">
 <kbd><span class="option">-y=False</span>, <span class="option">--yes=False</span></kbd></td>
 </tr>
-<tr><td>&nbsp;</td><td>Do not prompt to confirm reset. Use with care!</td></tr>
+<tr><td>&#160;</td><td>Do not prompt to confirm reset. Use with care!</td></tr>
 </tbody>
 </table>
 </dd>
@@ -176,24 +214,24 @@ development and testing.</p>
 </pre></div>
 </div>
 <dl class="last docutils">
-<dt>Positional arguments:</dt>
+<dt>Required Arguments</dt>
 <dd><table class="first last docutils option-list" frame="void" rules="none">
 <col class="option" />
 <col class="description" />
 <tbody valign="top">
 <tr><td class="option-group">
-<kbd>dag_id</kbd></td>
+<kbd><span class="option">dag_id</span></kbd></td>
 <td>The id of the dag</td></tr>
 <tr><td class="option-group">
-<kbd>task_id</kbd></td>
+<kbd><span class="option">task_id</span></kbd></td>
 <td>The id of the task</td></tr>
 <tr><td class="option-group">
-<kbd>execution_date</kbd></td>
+<kbd><span class="option">execution_date</span></kbd></td>
 <td>The execution date of the DAG</td></tr>
 </tbody>
 </table>
 </dd>
-<dt>Options:</dt>
+<dt>Optional Arguments</dt>
 <dd><table class="first last docutils option-list" frame="void" rules="none">
 <col class="option" />
 <col class="description" />
@@ -201,20 +239,20 @@ development and testing.</p>
 <tr><td class="option-group" colspan="2">
 <kbd><span class="option">-sd=/Users/maxime_beauchemin/dags</span>, <span class="option">--subdir=/Users/maxime_beauchemin/dags</span></kbd></td>
 </tr>
-<tr><td>&nbsp;</td><td>File location or directory from which to look for the dag</td></tr>
+<tr><td>&#160;</td><td>File location or directory from which to look for the dag</td></tr>
 </tbody>
 </table>
 </dd>
 </dl>
 </dd>
 <dt><strong>variables</strong></dt>
-<dd><p class="first">List all variables</p>
+<dd><p class="first">CRUD operations on variables</p>
 <div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">usage</span><span class="p">:</span> <span class="n">airflow</span> <span class="n">variables</span> <span class="p">[</span><span class="o">-</span><span class="n">h</span><span class="p">]</span> <span class="p">[</span><span class="o">-</span><span class="n">s</span> <span class="n">KEY</span> <span class="n">VAL</span><span class="p">]</span> <span class="p">[</span><span class="o">-</span><span c [...]
                          <span class="p">[</span><span class="o">-</span><span class="n">i</span> <span class="n">FILEPATH</span><span class="p">]</span> <span class="p">[</span><span class="o">-</span><span class="n">e</span> <span class="n">FILEPATH</span><span class="p">]</span> <span class="p">[</span><span class="o">-</span><span class="n">x</span> <span class="n">KEY</span><span class="p">]</span>
 </pre></div>
 </div>
 <dl class="last docutils">
-<dt>Options:</dt>
+<dt>Optional Arguments</dt>
 <dd><table class="first last docutils option-list" frame="void" rules="none">
 <col class="option" />
 <col class="description" />
@@ -228,7 +266,7 @@ development and testing.</p>
 <tr><td class="option-group" colspan="2">
 <kbd><span class="option">-j=False</span>, <span class="option">--json=False</span></kbd></td>
 </tr>
-<tr><td>&nbsp;</td><td>Deserialize JSON variable</td></tr>
+<tr><td>&#160;</td><td>Deserialize JSON variable</td></tr>
 <tr><td class="option-group">
 <kbd><span class="option">-d</span>, <span class="option">--default</span></kbd></td>
 <td>Default value returned if variable does not exist</td></tr>
@@ -246,24 +284,100 @@ development and testing.</p>
 </dd>
 </dl>
 </dd>
+<dt><strong>connections</strong></dt>
+<dd><p class="first">List/Add/Delete connections</p>
+<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">usage</span><span class="p">:</span> <span class="n">airflow</span> <span class="n">connections</span> <span class="p">[</span><span class="o">-</span><span class="n">h</span><span class="p">]</span> <span class="p">[</span><span class="o">-</span><span class="n">l</span><span class="p">]</span> <span class="p">[</span><span class="o">-</span><span class="n">a</span><span class="p">]</span> <span clas [...]
+                           <span class="p">[</span><span class="o">--</span><span class="n">conn_uri</span> <span class="n">CONN_URI</span><span class="p">]</span> <span class="p">[</span><span class="o">--</span><span class="n">conn_extra</span> <span class="n">CONN_EXTRA</span><span class="p">]</span>
+</pre></div>
+</div>
+<dl class="last docutils">
+<dt>Optional Arguments</dt>
+<dd><table class="first last docutils option-list" frame="void" rules="none">
+<col class="option" />
+<col class="description" />
+<tbody valign="top">
+<tr><td class="option-group" colspan="2">
+<kbd><span class="option">-l=False</span>, <span class="option">--list=False</span></kbd></td>
+</tr>
+<tr><td>&#160;</td><td>List all connections</td></tr>
+<tr><td class="option-group" colspan="2">
+<kbd><span class="option">-a=False</span>, <span class="option">--add=False</span></kbd></td>
+</tr>
+<tr><td>&#160;</td><td>Add a connection</td></tr>
+<tr><td class="option-group" colspan="2">
+<kbd><span class="option">-d=False</span>, <span class="option">--delete=False</span></kbd></td>
+</tr>
+<tr><td>&#160;</td><td>Delete a connection</td></tr>
+<tr><td class="option-group">
+<kbd><span class="option">--conn_id</span></kbd></td>
+<td>Connection id, required to add/delete a connection</td></tr>
+<tr><td class="option-group">
+<kbd><span class="option">--conn_uri</span></kbd></td>
+<td>Connection URI, required to add a connection</td></tr>
+<tr><td class="option-group">
+<kbd><span class="option">--conn_extra</span></kbd></td>
+<td>Connection `Extra` field, optional when adding a connection</td></tr>
+</tbody>
+</table>
+</dd>
+</dl>
+</dd>
 <dt><strong>pause</strong></dt>
 <dd><p class="first">Pause a DAG</p>
 <div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">usage</span><span class="p">:</span> <span class="n">airflow</span> <span class="n">pause</span> <span class="p">[</span><span class="o">-</span><span class="n">h</span><span class="p">]</span> <span class="p">[</span><span class="o">-</span><span class="n">sd</span> <span class="n">SUBDIR</span><span class="p">]</span> <span class="n">dag_id</span>
 </pre></div>
 </div>
 <dl class="last docutils">
-<dt>Positional arguments:</dt>
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