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Posted to commits@airflow.apache.org by ka...@apache.org on 2018/08/27 16:27:06 UTC

[46/51] [partial] incubator-airflow-site git commit: 1.10.0

http://git-wip-us.apache.org/repos/asf/incubator-airflow-site/blob/11437c14/_modules/airflow/contrib/hooks/gcp_api_base_hook.html
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+      <li>airflow.contrib.hooks.gcp_api_base_hook</li>
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+            
+  <h1>Source code for airflow.contrib.hooks.gcp_api_base_hook</h1><div class="highlight"><pre>
+<span></span><span class="c1"># -*- coding: utf-8 -*-</span>
+<span class="c1">#</span>
+<span class="c1"># Licensed to the Apache Software Foundation (ASF) under one</span>
+<span class="c1"># or more contributor license agreements.  See the NOTICE file</span>
+<span class="c1"># distributed with this work for additional information</span>
+<span class="c1"># regarding copyright ownership.  The ASF licenses this file</span>
+<span class="c1"># to you under the Apache License, Version 2.0 (the</span>
+<span class="c1"># &quot;License&quot;); you may not use this file except in compliance</span>
+<span class="c1"># with the License.  You may obtain a copy of the License at</span>
+<span class="c1"># </span>
+<span class="c1">#   http://www.apache.org/licenses/LICENSE-2.0</span>
+<span class="c1"># </span>
+<span class="c1"># Unless required by applicable law or agreed to in writing,</span>
+<span class="c1"># software distributed under the License is distributed on an</span>
+<span class="c1"># &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span>
+<span class="c1"># KIND, either express or implied.  See the License for the</span>
+<span class="c1"># specific language governing permissions and limitations</span>
+<span class="c1"># under the License.</span>
+<span class="c1">#</span>
+<span class="kn">import</span> <span class="nn">json</span>
+
+<span class="kn">import</span> <span class="nn">httplib2</span>
+<span class="kn">from</span> <span class="nn">oauth2client.client</span> <span class="k">import</span> <span class="n">GoogleCredentials</span>
+<span class="kn">from</span> <span class="nn">oauth2client.service_account</span> <span class="k">import</span> <span class="n">ServiceAccountCredentials</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.base_hook</span> <span class="k">import</span> <span class="n">BaseHook</span>
+<span class="kn">from</span> <span class="nn">airflow.utils.log.logging_mixin</span> <span class="k">import</span> <span class="n">LoggingMixin</span>
+
+
+<div class="viewcode-block" id="GoogleCloudBaseHook"><a class="viewcode-back" href="../../../../code.html#airflow.contrib.hooks.gcp_api_base_hook.GoogleCloudBaseHook">[docs]</a><span class="k">class</span> <span class="nc">GoogleCloudBaseHook</span><span class="p">(</span><span class="n">BaseHook</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 base hook for Google cloud-related hooks. Google cloud has a shared REST</span>
+<span class="sd">    API client that is built in the same way no matter which service you use.</span>
+<span class="sd">    This class helps construct and authorize the credentials needed to then</span>
+<span class="sd">    call apiclient.discovery.build() to actually discover and build a client</span>
+<span class="sd">    for a Google cloud service.</span>
+
+<span class="sd">    The class also contains some miscellaneous helper functions.</span>
+
+<span class="sd">    All hook derived from this base hook use the &#39;Google Cloud Platform&#39; connection</span>
+<span class="sd">    type. Two ways of authentication are supported:</span>
+
+<span class="sd">    Default credentials: Only specify &#39;Project Id&#39;. Then you need to have executed</span>
+<span class="sd">    ``gcloud auth`` on the Airflow worker machine.</span>
+
+<span class="sd">    JSON key file: Specify &#39;Project Id&#39;, &#39;Key Path&#39; and &#39;Scope&#39;.</span>
+
+<span class="sd">    Legacy P12 key files are not supported.</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">gcp_conn_id</span><span class="o">=</span><span class="s1">&#39;google_cloud_default&#39;</span><span class="p">,</span> <span class="n">delegate_to</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        :param gcp_conn_id: The connection ID to use when fetching connection info.</span>
+<span class="sd">        :type gcp_conn_id: string</span>
+<span class="sd">        :param delegate_to: The account to impersonate, if any.</span>
+<span class="sd">            For this to work, the service account making the request must have</span>
+<span class="sd">            domain-wide delegation enabled.</span>
+<span class="sd">        :type delegate_to: string</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span> <span class="o">=</span> <span class="n">gcp_conn_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span> <span class="o">=</span> <span class="n">delegate_to</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">extras</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">gcp_conn_id</span><span class="p">)</span><span class="o">.</span><span class="n">extra_dejson</span>
+
+    <span class="k">def</span> <span class="nf">_get_credentials</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 Credentials object for Google API</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">key_path</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_field</span><span class="p">(</span><span class="s1">&#39;key_path&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+        <span class="n">keyfile_dict</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_field</span><span class="p">(</span><span class="s1">&#39;keyfile_dict&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+        <span class="n">scope</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_field</span><span class="p">(</span><span class="s1">&#39;scope&#39;</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
+
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">key_path</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">keyfile_dict</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Getting connection using `gcloud auth` user, &#39;</span>
+                          <span class="s1">&#39;since no key file is defined for hook.&#39;</span><span class="p">)</span>
+            <span class="n">credentials</span> <span class="o">=</span> <span class="n">GoogleCredentials</span><span class="o">.</span><span class="n">get_application_default</span><span class="p">()</span>
+        <span class="k">elif</span> <span class="n">key_path</span><span class="p">:</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">scope</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">&#39;Scope should be defined when using a key file.&#39;</span><span class="p">)</span>
+            <span class="n">scopes</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">scope</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="c1"># Get credentials from a JSON file.</span>
+            <span class="k">if</span> <span class="n">key_path</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.json&#39;</span><span class="p">):</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Getting connection using a JSON key file.&#39;</span><span class="p">)</span>
+                <span class="n">credentials</span> <span class="o">=</span> <span class="n">ServiceAccountCredentials</span> \
+                    <span class="o">.</span><span class="n">from_json_keyfile_name</span><span class="p">(</span><span class="n">key_path</span><span class="p">,</span> <span class="n">scopes</span><span class="p">)</span>
+            <span class="k">elif</span> <span class="n">key_path</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">&#39;.p12&#39;</span><span class="p">):</span>
+                <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">&#39;Legacy P12 key file are not supported, &#39;</span>
+                                       <span class="s1">&#39;use a JSON key file.&#39;</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="s1">&#39;Unrecognised extension for key file.&#39;</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">scope</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">&#39;Scope should be defined when using key JSON.&#39;</span><span class="p">)</span>
+            <span class="n">scopes</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">scope</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="c1"># Get credentials from JSON data provided in the UI.</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="n">keyfile_dict</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">keyfile_dict</span><span class="p">)</span>
+
+                <span class="c1"># Depending on how the JSON was formatted, it may contain</span>
+                <span class="c1"># escaped newlines. Convert those to actual newlines.</span>
+                <span class="n">keyfile_dict</span><span class="p">[</span><span class="s1">&#39;private_key&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">keyfile_dict</span><span class="p">[</span><span class="s1">&#39;private_key&#39;</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">\\</span><span class="s1">n&#39;</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="n">credentials</span> <span class="o">=</span> <span class="n">ServiceAccountCredentials</span> \
+                    <span class="o">.</span><span class="n">from_json_keyfile_dict</span><span class="p">(</span><span class="n">keyfile_dict</span><span class="p">,</span> <span class="n">scopes</span><span class="p">)</span>
+            <span class="k">except</span> <span class="n">json</span><span class="o">.</span><span class="n">decoder</span><span class="o">.</span><span class="n">JSONDecodeError</span><span class="p">:</span>
+                <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">&#39;Invalid key JSON.&#39;</span><span class="p">)</span>
+
+        <span class="k">return</span> <span class="n">credentials</span><span class="o">.</span><span class="n">create_delegated</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span><span class="p">)</span> \
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">delegate_to</span> <span class="k">else</span> <span class="n">credentials</span>
+
+    <span class="k">def</span> <span class="nf">_get_access_token</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 valid access token from Google API Credentials</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">_get_credentials</span><span class="p">()</span><span class="o">.</span><span class="n">get_access_token</span><span class="p">()</span><span class="o">.</span><span class="n">access_token</span>
+
+    <span class="k">def</span> <span class="nf">_authorize</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 an authorized HTTP object to be used to build a Google cloud</span>
+<span class="sd">        service hook connection.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">credentials</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_credentials</span><span class="p">()</span>
+        <span class="n">http</span> <span class="o">=</span> <span class="n">httplib2</span><span class="o">.</span><span class="n">Http</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">credentials</span><span class="o">.</span><span class="n">authorize</span><span class="p">(</span><span class="n">http</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_get_field</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">f</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">        Fetches a field from extras, and returns it. This is some Airflow</span>
+<span class="sd">        magic. The google_cloud_platform hook type adds custom UI elements</span>
+<span class="sd">        to the hook page, which allow admins to specify service_account,</span>
+<span class="sd">        key_path, etc. They get formatted as shown below.</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="n">long_f</span> <span class="o">=</span> <span class="s1">&#39;extra__google_cloud_platform__</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">f</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">long_f</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">extras</span><span class="p">:</span>
+            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">extras</span><span class="p">[</span><span class="n">long_f</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">return</span> <span class="n">default</span>
+
+    <span class="nd">@property</span>
+    <span class="k">def</span> <span class="nf">project_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">_get_field</span><span class="p">(</span><span class="s1">&#39;project&#39;</span><span class="p">)</span></div>
+</pre></div>
+
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+        </div>
+      </div>
+
+    </section>
+
+  </div>
+  
+
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+  
+
+    <script type="text/javascript">
+        var DOCUMENTATION_OPTIONS = {
+            URL_ROOT:'../../../../',
+            VERSION:'',
+            COLLAPSE_INDEX:false,
+            FILE_SUFFIX:'.html',
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+            SOURCELINK_SUFFIX: '.txt'
+        };
+    </script>
+      <script type="text/javascript" src="../../../../_static/jquery.js"></script>
+      <script type="text/javascript" src="../../../../_static/underscore.js"></script>
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+</html>
\ No newline at end of file

http://git-wip-us.apache.org/repos/asf/incubator-airflow-site/blob/11437c14/_modules/airflow/contrib/hooks/gcp_dataflow_hook.html
----------------------------------------------------------------------
diff --git a/_modules/airflow/contrib/hooks/gcp_dataflow_hook.html b/_modules/airflow/contrib/hooks/gcp_dataflow_hook.html
index 82e3ccd..ce6f6ff 100644
--- a/_modules/airflow/contrib/hooks/gcp_dataflow_hook.html
+++ b/_modules/airflow/contrib/hooks/gcp_dataflow_hook.html
@@ -91,7 +91,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../../../start.html">Quick Start</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../installation.html">Installation</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../tutorial.html">Tutorial</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../../../configuration.html">Configuration</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../../howto/index.html">How-to Guides</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../ui.html">UI / Screenshots</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../concepts.html">Concepts</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../../../profiling.html">Data Profiling</a></li>
@@ -99,8 +99,10 @@
 <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="../../../../timezone.html">Time zones</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="../../../../lineage.html">Lineage</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>
@@ -169,17 +171,23 @@
   <h1>Source code for airflow.contrib.hooks.gcp_dataflow_hook</h1><div class="highlight"><pre>
 <span></span><span class="c1"># -*- coding: utf-8 -*-</span>
 <span class="c1">#</span>
-<span class="c1"># Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1"># you may not use this file except in compliance with the License.</span>
-<span class="c1"># You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1"># Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1"># See the License for the specific language governing permissions and</span>
-<span class="c1"># limitations under the License.</span>
+<span class="c1"># Licensed to the Apache Software Foundation (ASF) under one</span>
+<span class="c1"># or more contributor license agreements.  See the NOTICE file</span>
+<span class="c1"># distributed with this work for additional information</span>
+<span class="c1"># regarding copyright ownership.  The ASF licenses this file</span>
+<span class="c1"># to you under the Apache License, Version 2.0 (the</span>
+<span class="c1"># &quot;License&quot;); you may not use this file except in compliance</span>
+<span class="c1"># with the License.  You may obtain a copy of the License at</span>
+<span class="c1"># </span>
+<span class="c1">#   http://www.apache.org/licenses/LICENSE-2.0</span>
+<span class="c1"># </span>
+<span class="c1"># Unless required by applicable law or agreed to in writing,</span>
+<span class="c1"># software distributed under the License is distributed on an</span>
+<span class="c1"># &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span>
+<span class="c1"># KIND, either express or implied.  See the License for the</span>
+<span class="c1"># specific language governing permissions and limitations</span>
+<span class="c1"># under the License.</span>
+<span class="kn">import</span> <span class="nn">json</span>
 <span class="kn">import</span> <span class="nn">select</span>
 <span class="kn">import</span> <span class="nn">subprocess</span>
 <span class="kn">import</span> <span class="nn">time</span>
@@ -190,18 +198,25 @@
 <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.gcp_api_base_hook</span> <span class="k">import</span> <span class="n">GoogleCloudBaseHook</span>
 <span class="kn">from</span> <span class="nn">airflow.utils.log.logging_mixin</span> <span class="k">import</span> <span class="n">LoggingMixin</span>
 
+<span class="c1"># This is the default location</span>
+<span class="c1"># https://cloud.google.com/dataflow/pipelines/specifying-exec-params</span>
+<span class="n">DEFAULT_DATAFLOW_LOCATION</span> <span class="o">=</span> <span class="s1">&#39;us-central1&#39;</span>
+
 
 <span class="k">class</span> <span class="nc">_DataflowJob</span><span class="p">(</span><span class="n">LoggingMixin</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">dataflow</span><span class="p">,</span> <span class="n">project_number</span><span class="p">,</span> <span class="n">name</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">dataflow</span><span class="p">,</span> <span class="n">project_number</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">location</span><span class="p">,</span> <span class="n">poll_sleep</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_dataflow</span> <span class="o">=</span> <span class="n">dataflow</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_project_number</span> <span class="o">=</span> <span class="n">project_number</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_job_name</span> <span class="o">=</span> <span class="n">name</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_job_location</span> <span class="o">=</span> <span class="n">location</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_job_id</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_job</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_job</span><span class="p">()</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_poll_sleep</span> <span class="o">=</span> <span class="n">poll_sleep</span>
 
     <span class="k">def</span> <span class="nf">_get_job_id_from_name</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="n">jobs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataflow</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">jobs</span><span class="p">()</span><span class="o">.</span><span class="n">list</span><span class="p">(</span>
-            <span class="n">projectId</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_project_number</span>
+        <span class="n">jobs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataflow</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">locations</span><span class="p">()</span><span class="o">.</span><span class="n">jobs</span><span class="p">()</span><span class="o">.</span><span class="n">list</span><span class="p">(</span>
+            <span class="n">projectId</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_project_number</span><span class="p">,</span>
+            <span class="n">location</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_job_location</span>
         <span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">()</span>
         <span class="k">for</span> <span class="n">job</span> <span class="ow">in</span> <span class="n">jobs</span><span class="p">[</span><span class="s1">&#39;jobs&#39;</span><span class="p">]:</span>
             <span class="k">if</span> <span class="n">job</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job_name</span><span class="p">:</span>
@@ -210,28 +225,39 @@
         <span class="k">return</span> <span class="kc">None</span>
 
     <span class="k">def</span> <span class="nf">_get_job</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">_job_id</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job_name</span><span class="p">:</span>
             <span class="n">job</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_job_id_from_name</span><span class="p">()</span>
         <span class="k">else</span><span class="p">:</span>
-            <span class="n">job</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataflow</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">jobs</span><span class="p">()</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">projectId</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_project_number</span><span class="p">,</span>
-                                                       <span class="n">jobId</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_job_id</span><span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">()</span>
-        <span class="k">if</span> <span class="s1">&#39;currentState&#39;</span> <span class="ow">in</span> <span class="n">job</span><span class="p">:</span>
+            <span class="n">job</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_dataflow</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">jobs</span><span class="p">()</span><span class="o">.</span><span class="n">get</span><span class="p">(</span>
+                <span class="n">projectId</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_project_number</span><span class="p">,</span>
+                <span class="n">jobId</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_job_id</span>
+            <span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">()</span>
+
+        <span class="k">if</span> <span class="n">job</span> <span class="ow">and</span> <span class="s1">&#39;currentState&#39;</span> <span class="ow">in</span> <span class="n">job</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
                 <span class="s1">&#39;Google Cloud DataFlow job </span><span class="si">%s</span><span class="s1"> is </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span>
                 <span class="n">job</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">],</span> <span class="n">job</span><span class="p">[</span><span class="s1">&#39;currentState&#39;</span><span class="p">]</span>
             <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
+        <span class="k">elif</span> <span class="n">job</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
                 <span class="s1">&#39;Google Cloud DataFlow with job_id </span><span class="si">%s</span><span class="s1"> has name </span><span class="si">%s</span><span class="s1">&#39;</span><span class="p">,</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">_job_id</span><span class="p">,</span> <span class="n">job</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span>
             <span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
+                <span class="s1">&#39;Google Cloud DataFlow job not available yet..&#39;</span>
+            <span class="p">)</span>
+
         <span class="k">return</span> <span class="n">job</span>
 
     <span class="k">def</span> <span class="nf">wait_for_done</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
-            <span class="k">if</span> <span class="s1">&#39;currentState&#39;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job</span><span class="p">:</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job</span> <span class="ow">and</span> <span class="s1">&#39;currentState&#39;</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job</span><span class="p">:</span>
                 <span class="k">if</span> <span class="s1">&#39;JOB_STATE_DONE&#39;</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job</span><span class="p">[</span><span class="s1">&#39;currentState&#39;</span><span class="p">]:</span>
                     <span class="k">return</span> <span class="kc">True</span>
+                <span class="k">elif</span> <span class="s1">&#39;JOB_STATE_RUNNING&#39;</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job</span><span class="p">[</span><span class="s1">&#39;currentState&#39;</span><span class="p">]</span> <span class="ow">and</span> \
+                     <span class="s1">&#39;JOB_TYPE_STREAMING&#39;</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job</span><span class="p">[</span><span class="s1">&#39;type&#39;</span><span class="p">]:</span>
+                    <span class="k">return</span> <span class="kc">True</span>
                 <span class="k">elif</span> <span class="s1">&#39;JOB_STATE_FAILED&#39;</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job</span><span class="p">[</span><span class="s1">&#39;currentState&#39;</span><span class="p">]:</span>
                     <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Google Cloud Dataflow job </span><span class="si">{}</span><span class="s2"> has failed.&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">_job</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]))</span>
@@ -239,7 +265,7 @@
                     <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Google Cloud Dataflow job </span><span class="si">{}</span><span class="s2"> was cancelled.&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">_job</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]))</span>
                 <span class="k">elif</span> <span class="s1">&#39;JOB_STATE_RUNNING&#39;</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job</span><span class="p">[</span><span class="s1">&#39;currentState&#39;</span><span class="p">]:</span>
-                    <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
+                    <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_poll_sleep</span><span class="p">)</span>
                 <span class="k">elif</span> <span class="s1">&#39;JOB_STATE_PENDING&#39;</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_job</span><span class="p">[</span><span class="s1">&#39;currentState&#39;</span><span class="p">]:</span>
                     <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="mi">15</span><span class="p">)</span>
                 <span class="k">else</span><span class="p">:</span>
@@ -258,13 +284,21 @@
 
 <span class="k">class</span> <span class="nc">_Dataflow</span><span class="p">(</span><span class="n">LoggingMixin</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">cmd</span><span class="p">):</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_proc</span> <span class="o">=</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">Popen</span><span class="p">(</span><span class="n">cmd</span><span class="p">,</span> <span class="n">shell</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">stdout</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">,</span>
-                                      <span class="n">stderr</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Running command: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">cmd</span><span class="p">))</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_proc</span> <span class="o">=</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">Popen</span><span class="p">(</span>
+            <span class="n">cmd</span><span class="p">,</span>
+            <span class="n">shell</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">stdout</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">,</span>
+            <span class="n">stderr</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">PIPE</span><span class="p">,</span>
+            <span class="n">close_fds</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">_line</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fd</span><span class="p">):</span>
         <span class="k">if</span> <span class="n">fd</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_proc</span><span class="o">.</span><span class="n">stderr</span><span class="o">.</span><span class="n">fileno</span><span class="p">():</span>
-            <span class="n">line</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_proc</span><span class="o">.</span><span class="n">stderr</span><span class="o">.</span><span class="n">readline</span><span class="p">()</span>
-            <span class="k">return</span> <span class="n">line</span>
+            <span class="n">lines</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_proc</span><span class="o">.</span><span class="n">stderr</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span>
+            <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">lines</span><span class="p">:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="n">line</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+            <span class="k">if</span> <span class="n">lines</span><span class="p">:</span>
+                <span class="k">return</span> <span class="n">lines</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
         <span class="k">if</span> <span class="n">fd</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_proc</span><span class="o">.</span><span class="n">stdout</span><span class="o">.</span><span class="n">fileno</span><span class="p">():</span>
             <span class="n">line</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_proc</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="k">return</span> <span class="n">line</span>
@@ -283,7 +317,8 @@
             <span class="k">if</span> <span class="n">ret</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
                 <span class="k">for</span> <span class="n">fd</span> <span class="ow">in</span> <span class="n">ret</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
                     <span class="n">line</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_line</span><span class="p">(</span><span class="n">fd</span><span class="p">)</span>
-                    <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="n">line</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
+                    <span class="k">if</span> <span class="n">line</span><span class="p">:</span>
+                        <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="n">line</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
             <span class="k">else</span><span class="p">:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Waiting for DataFlow process to complete.&quot;</span><span class="p">)</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_proc</span><span class="o">.</span><span class="n">returncode</span> <span class="ow">is</span> <span class="ow">not</span> <span class="mi">0</span><span class="p">:</span>
@@ -295,7 +330,9 @@
 
     <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">gcp_conn_id</span><span class="o">=</span><span class="s1">&#39;google_cloud_default&#39;</span><span class="p">,</span>
-                 <span class="n">delegate_to</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+                 <span class="n">delegate_to</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">poll_sleep</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">poll_sleep</span> <span class="o">=</span> <span class="n">poll_sleep</span>
         <span class="nb">super</span><span class="p">(</span><span class="n">DataFlowHook</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">gcp_conn_id</span><span class="p">,</span> <span class="n">delegate_to</span><span class="p">)</span>
 
 <div class="viewcode-block" id="DataFlowHook.get_conn"><a class="viewcode-back" href="../../../../integration.html#airflow.contrib.hooks.gcp_dataflow_hook.DataFlowHook.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>
@@ -305,30 +342,95 @@
         <span class="n">http_authorized</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_authorize</span><span class="p">()</span>
         <span class="k">return</span> <span class="n">build</span><span class="p">(</span><span class="s1">&#39;dataflow&#39;</span><span class="p">,</span> <span class="s1">&#39;v1b3&#39;</span><span class="p">,</span> <span class="n">http</span><span class="o">=</span><span class="n">http_authorized</span><span class="p">)</span></div>
 
-    <span class="k">def</span> <span class="nf">_start_dataflow</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">variables</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">command_prefix</span><span class="p">):</span>
-        <span class="n">cmd</span> <span class="o">=</span> <span class="n">command_prefix</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_cmd</span><span class="p">(</span><span class="n">task_id</span><span class="p">,</span> <span class="n">variables</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">)</span>
+    <span class="k">def</span> <span class="nf">_start_dataflow</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">variables</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span>
+                        <span class="n">command_prefix</span><span class="p">,</span> <span class="n">label_formatter</span><span class="p">):</span>
+        <span class="n">variables</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_variables</span><span class="p">(</span><span class="n">variables</span><span class="p">)</span>
+        <span class="n">cmd</span> <span class="o">=</span> <span class="n">command_prefix</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_cmd</span><span class="p">(</span><span class="n">task_id</span><span class="p">,</span> <span class="n">variables</span><span class="p">,</span>
+                                               <span class="n">label_formatter</span><span class="p">)</span>
         <span class="n">_Dataflow</span><span class="p">(</span><span class="n">cmd</span><span class="p">)</span><span class="o">.</span><span class="n">wait_for_done</span><span class="p">()</span>
-        <span class="n">_DataflowJob</span><span class="p">(</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">(),</span> <span class="n">variables</span><span class="p">[</span><span class="s1">&#39;project&#39;</span><span class="p">],</span> <span class="n">name</span><span class="p">)</span><span class="o">.</span><span class="n">wait_for_done</span><span class="p">()</span>
+        <span class="n">_DataflowJob</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">(),</span> <span class="n">variables</span><span class="p">[</span><span class="s1">&#39;project&#39;</span><span class="p">],</span> <span class="n">name</span><span class="p">,</span>
+                     <span class="n">variables</span><span class="p">[</span><span class="s1">&#39;region&#39;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">poll_sleep</span><span class="p">)</span><span class="o">.</span><span class="n">wait_for_done</span><span class="p">()</span>
 
-    <span class="k">def</span> <span class="nf">start_java_dataflow</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">variables</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">):</span>
-        <span class="n">name</span> <span class="o">=</span> <span class="n">task_id</span> <span class="o">+</span> <span class="s2">&quot;-&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">uuid</span><span class="o">.</span><span class="n">uuid1</span><span class="p">())[:</span><span class="mi">8</span><span class="p">]</span>
+    <span class="nd">@staticmethod</span>
+    <span class="k">def</span> <span class="nf">_set_variables</span><span class="p">(</span><span class="n">variables</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">variables</span><span class="p">[</span><span class="s1">&#39;project&#39;</span><span class="p">]</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s1">&#39;Project not specified&#39;</span><span class="p">)</span>
+        <span class="k">if</span> <span class="s1">&#39;region&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">variables</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="n">variables</span><span class="p">[</span><span class="s1">&#39;region&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">DEFAULT_DATAFLOW_LOCATION</span>
+        <span class="k">return</span> <span class="n">variables</span>
+
+    <span class="k">def</span> <span class="nf">start_java_dataflow</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">variables</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">,</span> <span class="n">job_class</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                            <span class="n">append_job_name</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">append_job_name</span><span class="p">:</span>
+            <span class="n">name</span> <span class="o">=</span> <span class="n">task_id</span> <span class="o">+</span> <span class="s2">&quot;-&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">uuid</span><span class="o">.</span><span class="n">uuid1</span><span class="p">())[:</span><span class="mi">8</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">name</span> <span class="o">=</span> <span class="n">task_id</span>
         <span class="n">variables</span><span class="p">[</span><span class="s1">&#39;jobName&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_start_dataflow</span><span class="p">(</span>
-            <span class="n">task_id</span><span class="p">,</span> <span class="n">variables</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="s2">&quot;java&quot;</span><span class="p">,</span> <span class="s2">&quot;-jar&quot;</span><span class="p">])</span>
 
-    <span class="k">def</span> <span class="nf">start_python_dataflow</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">variables</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">,</span> <span class="n">py_options</span><span class="p">):</span>
-        <span class="n">name</span> <span class="o">=</span> <span class="n">task_id</span> <span class="o">+</span> <span class="s2">&quot;-&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">uuid</span><span class="o">.</span><span class="n">uuid1</span><span class="p">())[:</span><span class="mi">8</span><span class="p">]</span>
-        <span class="n">variables</span><span class="p">[</span><span class="s2">&quot;job_name&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_start_dataflow</span><span class="p">(</span>
-            <span class="n">task_id</span><span class="p">,</span> <span class="n">variables</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="s2">&quot;python&quot;</span><span class="p">]</span> <span class="o">+</span> <span class="n">py_options</span><span class="p">)</span>
-
-    <span class="k">def</span> <span class="nf">_build_cmd</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">variables</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">):</span>
-        <span class="n">command</span> <span class="o">=</span> <span class="p">[</span><span class="n">dataflow</span><span class="p">,</span> <span class="s2">&quot;--runner=DataflowRunner&quot;</span><span class="p">]</span>
+        <span class="k">def</span> <span class="nf">label_formatter</span><span class="p">(</span><span class="n">labels_dict</span><span class="p">):</span>
+            <span class="k">return</span> <span class="p">[</span><span class="s1">&#39;--labels=</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">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">labels_dict</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">command_prefix</span> <span class="o">=</span> <span class="p">([</span><span class="s2">&quot;java&quot;</span><span class="p">,</span> <span class="s2">&quot;-cp&quot;</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">,</span> <span class="n">job_class</span><span class="p">]</span> <span class="k">if</span> <span class="n">job_class</span>
+                          <span class="k">else</span> <span class="p">[</span><span class="s2">&quot;java&quot;</span><span class="p">,</span> <span class="s2">&quot;-jar&quot;</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_start_dataflow</span><span class="p">(</span><span class="n">task_id</span><span class="p">,</span> <span class="n">variables</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span>
+                             <span class="n">command_prefix</span><span class="p">,</span> <span class="n">label_formatter</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">start_template_dataflow</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">variables</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">dataflow_template</span><span class="p">,</span>
+                                <span class="n">append_job_name</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">append_job_name</span><span class="p">:</span>
+            <span class="n">name</span> <span class="o">=</span> <span class="n">task_id</span> <span class="o">+</span> <span class="s2">&quot;-&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">uuid</span><span class="o">.</span><span class="n">uuid1</span><span class="p">())[:</span><span class="mi">8</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">name</span> <span class="o">=</span> <span class="n">task_id</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_start_template_dataflow</span><span class="p">(</span>
+            <span class="n">name</span><span class="p">,</span> <span class="n">variables</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">dataflow_template</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">start_python_dataflow</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">variables</span><span class="p">,</span> <span class="n">dataflow</span><span class="p">,</span> <span class="n">py_options</span><span class="p">,</span>
+                              <span class="n">append_job_name</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">append_job_name</span><span class="p">:</span>
+            <span class="n">name</span> <span class="o">=</span> <span class="n">task_id</span> <span class="o">+</span> <span class="s2">&quot;-&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">uuid</span><span class="o">.</span><span class="n">uuid1</span><span class="p">())[:</span><span class="mi">8</span><span class="p">]</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">name</span> <span class="o">=</span> <span class="n">task_id</span>
+        <span class="n">variables</span><span class="p">[</span><span class="s1">&#39;job_name&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
+
+        <span class="k">def</span> <span class="nf">label_formatter</span><span class="p">(</span><span class="n">labels_dict</span><span class="p">):</span>
+            <span class="k">return</span> <span class="p">[</span><span class="s1">&#39;--labels=</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="n">key</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span>
+                    <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">labels_dict</span><span class="o">.</span><span class="n">items</span><span class="p">()]</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_start_dataflow</span><span class="p">(</span><span class="n">task_id</span><span class="p">,</span> <span class="n">variables</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span>
+                             <span class="p">[</span><span class="s2">&quot;python&quot;</span><span class="p">]</span> <span class="o">+</span> <span class="n">py_options</span> <span class="o">+</span> <span class="p">[</span><span class="n">dataflow</span><span class="p">],</span>
+                             <span class="n">label_formatter</span><span class="p">)</span>
+
+    <span class="k">def</span> <span class="nf">_build_cmd</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">variables</span><span class="p">,</span> <span class="n">label_formatter</span><span class="p">):</span>
+        <span class="n">command</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;--runner=DataflowRunner&quot;</span><span class="p">]</span>
         <span class="k">if</span> <span class="n">variables</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">for</span> <span class="n">attr</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">variables</span><span class="o">.</span><span class="n">iteritems</span><span class="p">():</span>
-                <span class="n">command</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;--&quot;</span> <span class="o">+</span> <span class="n">attr</span> <span class="o">+</span> <span class="s2">&quot;=&quot;</span> <span class="o">+</span> <span class="n">value</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">command</span></div>
+            <span class="k">for</span> <span class="n">attr</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">variables</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="k">if</span> <span class="n">attr</span> <span class="o">==</span> <span class="s1">&#39;labels&#39;</span><span class="p">:</span>
+                    <span class="n">command</span> <span class="o">+=</span> <span class="n">label_formatter</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
+                <span class="k">elif</span> <span class="n">value</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">value</span><span class="o">.</span><span class="fm">__len__</span><span class="p">()</span> <span class="o">&lt;</span> <span class="mi">1</span><span class="p">:</span>
+                    <span class="n">command</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;--&quot;</span> <span class="o">+</span> <span class="n">attr</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</span>
+                    <span class="n">command</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;--&quot;</span> <span class="o">+</span> <span class="n">attr</span> <span class="o">+</span> <span class="s2">&quot;=&quot;</span> <span class="o">+</span> <span class="n">value</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">command</span>
+
+    <span class="k">def</span> <span class="nf">_start_template_dataflow</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">variables</span><span class="p">,</span> <span class="n">parameters</span><span class="p">,</span> <span class="n">dataflow_template</span><span class="p">):</span>
+        <span class="c1"># Builds RuntimeEnvironment from variables dictionary</span>
+        <span class="c1"># https://cloud.google.com/dataflow/docs/reference/rest/v1b3/RuntimeEnvironment</span>
+        <span class="n">environment</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;maxWorkers&#39;</span><span class="p">,</span> <span class="s1">&#39;zone&#39;</span><span class="p">,</span> <span class="s1">&#39;serviceAccountEmail&#39;</span><span class="p">,</span> <span class="s1">&#39;tempLocation&#39;</span><span class="p">,</span>
+                    <span class="s1">&#39;bypassTempDirValidation&#39;</span><span class="p">,</span> <span class="s1">&#39;machineType&#39;</span><span class="p">]:</span>
+            <span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">variables</span><span class="p">:</span>
+                <span class="n">environment</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">key</span><span class="p">:</span> <span class="n">variables</span><span class="p">[</span><span class="n">key</span><span class="p">]})</span>
+        <span class="n">body</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;jobName&quot;</span><span class="p">:</span> <span class="n">name</span><span class="p">,</span>
+                <span class="s2">&quot;parameters&quot;</span><span class="p">:</span> <span class="n">parameters</span><span class="p">,</span>
+                <span class="s2">&quot;environment&quot;</span><span class="p">:</span> <span class="n">environment</span><span class="p">}</span>
+        <span class="n">service</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">request</span> <span class="o">=</span> <span class="n">service</span><span class="o">.</span><span class="n">projects</span><span class="p">()</span><span class="o">.</span><span class="n">templates</span><span class="p">()</span><span class="o">.</span><span class="n">launch</span><span class="p">(</span><span class="n">projectId</span><span class="o">=</span><span class="n">variables</span><span class="p">[</span><span class="s1">&#39;project&#39;</span><span class="p">],</span>
+                                                        <span class="n">gcsPath</span><span class="o">=</span><span class="n">dataflow_template</span><span class="p">,</span>
+                                                        <span class="n">body</span><span class="o">=</span><span class="n">body</span><span class="p">)</span>
+        <span class="n">response</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">execute</span><span class="p">()</span>
+        <span class="n">variables</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_variables</span><span class="p">(</span><span class="n">variables</span><span class="p">)</span>
+        <span class="n">_DataflowJob</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">get_conn</span><span class="p">(),</span> <span class="n">variables</span><span class="p">[</span><span class="s1">&#39;project&#39;</span><span class="p">],</span> <span class="n">name</span><span class="p">,</span> <span class="n">variables</span><span class="p">[</span><span class="s1">&#39;region&#39;</span><span class="p">],</span>
+                     <span class="bp">self</span><span class="o">.</span><span class="n">poll_sleep</span><span class="p">)</span><span class="o">.</span><span class="n">wait_for_done</span><span class="p">()</span>
+        <span class="k">return</span> <span class="n">response</span></div>
 </pre></div>
 
            </div>