diff --git a/docs/finn/_build/doctrees/environment.pickle b/docs/finn/_build/doctrees/environment.pickle
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diff --git a/docs/finn/_build/doctrees/index.doctree b/docs/finn/_build/doctrees/index.doctree
index 93c68a738d78c37d9640c996ad69961eaf3ed0d4..0c80a5a41d7f882745208036f79b25fc22065cc1 100644
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diff --git a/docs/finn/_build/doctrees/source_code/finn.analysis.doctree b/docs/finn/_build/doctrees/source_code/finn.analysis.doctree
index b11a143c2469b0cbc2535dce9ffe1e2d093cba58..9d3b2e63f531c9aed8c284cfc20387c62ad1f437 100644
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diff --git a/docs/finn/_build/doctrees/source_code/finn.analysis.fpgadataflow.doctree b/docs/finn/_build/doctrees/source_code/finn.analysis.fpgadataflow.doctree
index f2a9679be2041b76ba07f659ccead1fb30b8882c..40046ab359e9fb05a16d197598265e98387d37b7 100644
Binary files a/docs/finn/_build/doctrees/source_code/finn.analysis.fpgadataflow.doctree and b/docs/finn/_build/doctrees/source_code/finn.analysis.fpgadataflow.doctree differ
diff --git a/docs/finn/_build/html/_sources/getting_started.rst.txt b/docs/finn/_build/html/_sources/getting_started.rst.txt
index b1c1fa32556ecc6c5c43491f356085f43df7c706..d42e9dd94bb37f64fd6a821f96e0419f48fd0430 100644
--- a/docs/finn/_build/html/_sources/getting_started.rst.txt
+++ b/docs/finn/_build/html/_sources/getting_started.rst.txt
@@ -11,7 +11,7 @@ Requirements
 
 * Ubuntu 18.04
 * Docker
-* A working Vivado installation
+* A working Vivado 2019.1 installation
 * A `VIVADO_PATH` environment variable pointing to the Vivado installation directory (e.g. the directory where settings64.sh is located)
 
 Running FINN in Docker
diff --git a/docs/finn/_build/html/_sources/index.rst.txt b/docs/finn/_build/html/_sources/index.rst.txt
index a41e76f02a979bff4e8bfaf59f46f4f08e37a76e..af903f9ea4bb6b0f8d9d22de20eacdaa4fb707f9 100644
--- a/docs/finn/_build/html/_sources/index.rst.txt
+++ b/docs/finn/_build/html/_sources/index.rst.txt
@@ -26,7 +26,7 @@ What is FINN?
    :maxdepth: 2
    :hidden:
 
-   end_to_end_flow
    getting_started
+   end_to_end_flow
    source_code/finn
 
diff --git a/docs/finn/_build/html/genindex.html b/docs/finn/_build/html/genindex.html
index ad3dca129fa3b67ee87592f9bf6a2435d07a79c4..a30ecdee49b10fb4a0c566852f3288c6bcc37569 100644
--- a/docs/finn/_build/html/genindex.html
+++ b/docs/finn/_build/html/genindex.html
@@ -80,8 +80,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="source_code/finn.html">finn package</a></li>
 </ul>
 
diff --git a/docs/finn/_build/html/getting_started.html b/docs/finn/_build/html/getting_started.html
index 6fbd26d7cba6339b02418a44c001c1d9d58c9fb5..4081e15f90acd1eb78003fe3cdad15036501efa8 100644
--- a/docs/finn/_build/html/getting_started.html
+++ b/docs/finn/_build/html/getting_started.html
@@ -35,8 +35,8 @@
   <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="finn package" href="source_code/finn.html" />
-    <link rel="prev" title="FINN - End-to-End Flow" href="end_to_end_flow.html" /> 
+    <link rel="next" title="FINN - End-to-End Flow" href="end_to_end_flow.html" />
+    <link rel="prev" title="FINN" href="index.html" /> 
 </head>
 
 <body class="wy-body-for-nav">
@@ -81,7 +81,6 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Getting Started</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#how-to-use-the-finn-compiler">How to use the FINN compiler</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#requirements">Requirements</a></li>
@@ -94,6 +93,7 @@
 </li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="source_code/finn.html">finn package</a></li>
 </ul>
 
@@ -170,7 +170,7 @@
 <ul class="simple">
 <li><p>Ubuntu 18.04</p></li>
 <li><p>Docker</p></li>
-<li><p>A working Vivado installation</p></li>
+<li><p>A working Vivado 2019.1 installation</p></li>
 <li><p>A <cite>VIVADO_PATH</cite> environment variable pointing to the Vivado installation directory (e.g. the directory where settings64.sh is located)</p></li>
 </ul>
 </div>
@@ -226,10 +226,10 @@
   
     <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
       
-        <a href="source_code/finn.html" class="btn btn-neutral float-right" title="finn package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
+        <a href="end_to_end_flow.html" class="btn btn-neutral float-right" title="FINN - End-to-End Flow" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
       
       
-        <a href="end_to_end_flow.html" class="btn btn-neutral float-left" title="FINN - End-to-End Flow" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+        <a href="index.html" class="btn btn-neutral float-left" title="FINN" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
       
     </div>
   
diff --git a/docs/finn/_build/html/index.html b/docs/finn/_build/html/index.html
index e7fc6ab72b5a4843fc1f42c0a36469d05afda97c..927359dd94721e32767cc0071fc34e24084b4752 100644
--- a/docs/finn/_build/html/index.html
+++ b/docs/finn/_build/html/index.html
@@ -35,7 +35,7 @@
   <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="FINN - End-to-End Flow" href="end_to_end_flow.html" /> 
+    <link rel="next" title="Getting Started" href="getting_started.html" /> 
 </head>
 
 <body class="wy-body-for-nav">
@@ -80,8 +80,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="source_code/finn.html">finn package</a></li>
 </ul>
 
@@ -177,7 +177,7 @@
   
     <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
       
-        <a href="end_to_end_flow.html" class="btn btn-neutral float-right" title="FINN - End-to-End Flow" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
+        <a href="getting_started.html" class="btn btn-neutral float-right" title="Getting Started" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
       
       
     </div>
diff --git a/docs/finn/_build/html/py-modindex.html b/docs/finn/_build/html/py-modindex.html
index 8f7478987e22efeaa3bd1c95ede2d92de309a1d6..a16fc84b45caf144b5c943eb30288092df6ef7ac 100644
--- a/docs/finn/_build/html/py-modindex.html
+++ b/docs/finn/_build/html/py-modindex.html
@@ -82,8 +82,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="source_code/finn.html">finn package</a></li>
 </ul>
 
diff --git a/docs/finn/_build/html/search.html b/docs/finn/_build/html/search.html
index 8680019e298ea8b9d5921eb881e25d7172456792..f9c93364300d57a622b5000645f3b165689a63e1 100644
--- a/docs/finn/_build/html/search.html
+++ b/docs/finn/_build/html/search.html
@@ -80,8 +80,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="source_code/finn.html">finn package</a></li>
 </ul>
 
diff --git a/docs/finn/_build/html/source_code/finn.analysis.fpgadataflow.html b/docs/finn/_build/html/source_code/finn.analysis.fpgadataflow.html
index 66af9e5b61b2b22078486bd9bcd128b6832b268d..6eb70fa03c2e1069c404a0d3a7266fccd8118eb1 100644
--- a/docs/finn/_build/html/source_code/finn.analysis.fpgadataflow.html
+++ b/docs/finn/_build/html/source_code/finn.analysis.fpgadataflow.html
@@ -81,8 +81,8 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="finn.html">finn package</a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="finn.html#subpackages">Subpackages</a><ul class="current">
 <li class="toctree-l3 current"><a class="reference internal" href="finn.analysis.html">finn.analysis package</a><ul class="current">
@@ -181,7 +181,7 @@
 <dt id="finn.analysis.fpgadataflow.hls_synth_res_estimation.hls_synth_res_estimation">
 <code class="sig-prename descclassname">finn.analysis.fpgadataflow.hls_synth_res_estimation.</code><code class="sig-name descname">hls_synth_res_estimation</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.fpgadataflow.hls_synth_res_estimation.hls_synth_res_estimation" title="Permalink to this definition">¶</a></dt>
 <dd><p>Extracts the results from the vivado synthesis.
-Returns {node name : resource estimation}</p>
+Returns {node name : resource estimation}.</p>
 </dd></dl>
 
 </div>
@@ -191,7 +191,7 @@ Returns {node name : resource estimation}</p>
 <dt id="finn.analysis.fpgadataflow.res_estimation.res_estimation">
 <code class="sig-prename descclassname">finn.analysis.fpgadataflow.res_estimation.</code><code class="sig-name descname">res_estimation</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.fpgadataflow.res_estimation.res_estimation" title="Permalink to this definition">¶</a></dt>
 <dd><p>Estimates the resources needed for the given model.
-Returns {node name : resource estimation}</p>
+Returns {node name : resource estimation}.</p>
 </dd></dl>
 
 </div>
diff --git a/docs/finn/_build/html/source_code/finn.analysis.html b/docs/finn/_build/html/source_code/finn.analysis.html
index 53b62a9dd8bcab2984da1016e7c406791c1435af..0f6133de590407baecf62dbacead869aeb12fa7b 100644
--- a/docs/finn/_build/html/source_code/finn.analysis.html
+++ b/docs/finn/_build/html/source_code/finn.analysis.html
@@ -81,8 +81,8 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="finn.html">finn package</a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="finn.html#subpackages">Subpackages</a><ul class="current">
 <li class="toctree-l3 current"><a class="current reference internal" href="#">finn.analysis package</a><ul>
@@ -193,13 +193,13 @@
 <dt id="finn.analysis.topology.all_tensors_f32">
 <code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">all_tensors_f32</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.all_tensors_f32" title="Permalink to this definition">¶</a></dt>
 <dd><p>Checks whether all tensors have a float32 dtype, extra quantization
-annotations notwithstanding.</p>
+annotations notwithstanding. Returns {“all_tensors_f32”: Bool}.</p>
 </dd></dl>
 
 <dl class="function">
 <dt id="finn.analysis.topology.get_per_tensor_fanouts">
 <code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">get_per_tensor_fanouts</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.get_per_tensor_fanouts" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dictionary of (tensor_name, tensor_fanout) for the model.</p>
+<dd><p>Returns a dictionary of {tensor_name: tensor_fanout} for the model.</p>
 </dd></dl>
 
 <dl class="function">
@@ -207,7 +207,7 @@ annotations notwithstanding.</p>
 <code class="sig-prename descclassname">finn.analysis.topology.</code><code class="sig-name descname">is_linear</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.topology.is_linear" title="Permalink to this definition">¶</a></dt>
 <dd><p>Checks whether the given model graph is linear. This is done by looking
 at the fan-out of each tensor. All tensors have a fan-out &lt;= 1 in a linear
-graph. Returns {“is_linear”, Bool}</p>
+graph. Returns {“is_linear”: Bool}.</p>
 </dd></dl>
 
 <dl class="function">
@@ -216,7 +216,8 @@ graph. Returns {“is_linear”, Bool}</p>
 <dd><p>Verifies that the node inputs are ordered in the way that FINN expects
 them. When a node has a mixture of static (= constant, initialized) inputs
 and dynamic inputs, the dynamic input should come first, followed by the
-static one. Only verifiable for a small subset of op_types for now.</p>
+static one. Only verifiable for a small subset of op_types for now. Returns 
+{“node_inputs_in_expected_order”: Bool}.</p>
 </dd></dl>
 
 </div>
@@ -226,8 +227,10 @@ static one. Only verifiable for a small subset of op_types for now.</p>
 <dt id="finn.analysis.verify_custom_nodes.verify_nodes">
 <code class="sig-prename descclassname">finn.analysis.verify_custom_nodes.</code><code class="sig-name descname">verify_nodes</code><span class="sig-paren">(</span><em class="sig-param">model</em><span class="sig-paren">)</span><a class="headerlink" href="#finn.analysis.verify_custom_nodes.verify_nodes" title="Permalink to this definition">¶</a></dt>
 <dd><p>Checks if custom ops in graph are correctly built, with all attributes
-and inputs. Returns {node op_type : info_messages}
-<a href="#id1"><span class="problematic" id="id2">*</span></a>info_messages is list of strings about the result of the verification</p>
+and inputs. Returns {node op_type : info_messages}</p>
+<ul class="simple">
+<li><p>info_messages: is list of strings about the result of the verification.</p></li>
+</ul>
 </dd></dl>
 
 </div>
diff --git a/docs/finn/_build/html/source_code/finn.core.html b/docs/finn/_build/html/source_code/finn.core.html
index d23a497114768167937e08487867d205f877fcd7..f3497ef34567d61d4fd62b0d352aae1b4be02c7c 100644
--- a/docs/finn/_build/html/source_code/finn.core.html
+++ b/docs/finn/_build/html/source_code/finn.core.html
@@ -81,8 +81,8 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="finn.html">finn package</a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="finn.html#subpackages">Subpackages</a><ul class="current">
 <li class="toctree-l3"><a class="reference internal" href="finn.analysis.html">finn.analysis package</a></li>
diff --git a/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.html b/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.html
index e2e64ef1ee9dcd81d8201a99ac409d52be5734ae..3397e666a7604d1675a0a60a53f3f64e3dde2c45 100644
--- a/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.html
+++ b/docs/finn/_build/html/source_code/finn.custom_op.fpgadataflow.html
@@ -81,8 +81,8 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="finn.html">finn package</a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="finn.html#subpackages">Subpackages</a><ul class="current">
 <li class="toctree-l3"><a class="reference internal" href="finn.analysis.html">finn.analysis package</a></li>
diff --git a/docs/finn/_build/html/source_code/finn.custom_op.html b/docs/finn/_build/html/source_code/finn.custom_op.html
index 96f9fc548c52a50920b15c535a392aeb408a82d9..76679f1dce08528afca8798679611dc9222e53c0 100644
--- a/docs/finn/_build/html/source_code/finn.custom_op.html
+++ b/docs/finn/_build/html/source_code/finn.custom_op.html
@@ -81,8 +81,8 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="finn.html">finn package</a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="finn.html#subpackages">Subpackages</a><ul class="current">
 <li class="toctree-l3"><a class="reference internal" href="finn.analysis.html">finn.analysis package</a></li>
diff --git a/docs/finn/_build/html/source_code/finn.html b/docs/finn/_build/html/source_code/finn.html
index 7b4e1468d29571d1807a0fa38109fa3cdb6cf47a..41405e8f3e8180d5b99d512583cfd42cf4f66e28 100644
--- a/docs/finn/_build/html/source_code/finn.html
+++ b/docs/finn/_build/html/source_code/finn.html
@@ -36,7 +36,7 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="finn.analysis package" href="finn.analysis.html" />
-    <link rel="prev" title="Getting Started" href="../getting_started.html" /> 
+    <link rel="prev" title="FINN - End-to-End Flow" href="../end_to_end_flow.html" /> 
 </head>
 
 <body class="wy-body-for-nav">
@@ -81,8 +81,8 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">finn package</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#subpackages">Subpackages</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="finn.analysis.html">finn.analysis package</a></li>
@@ -295,7 +295,7 @@
         <a href="finn.analysis.html" class="btn btn-neutral float-right" title="finn.analysis package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a>
       
       
-        <a href="../getting_started.html" class="btn btn-neutral float-left" title="Getting Started" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
+        <a href="../end_to_end_flow.html" class="btn btn-neutral float-left" title="FINN - End-to-End Flow" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> Previous</a>
       
     </div>
   
diff --git a/docs/finn/_build/html/source_code/finn.transformation.fpgadataflow.html b/docs/finn/_build/html/source_code/finn.transformation.fpgadataflow.html
index ecb446b4b8b6a4719c893ede8efee4370e84b136..8df99ea93108608e6c7548a7294540428f8090b4 100644
--- a/docs/finn/_build/html/source_code/finn.transformation.fpgadataflow.html
+++ b/docs/finn/_build/html/source_code/finn.transformation.fpgadataflow.html
@@ -81,8 +81,8 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="finn.html">finn package</a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="finn.html#subpackages">Subpackages</a><ul class="current">
 <li class="toctree-l3"><a class="reference internal" href="finn.analysis.html">finn.analysis package</a></li>
diff --git a/docs/finn/_build/html/source_code/finn.transformation.html b/docs/finn/_build/html/source_code/finn.transformation.html
index 7137bc225817e97e6a4552bd684f4d0f2c2f496a..7e75c43e1a9418199581a92a4c82fa529ff0e616 100644
--- a/docs/finn/_build/html/source_code/finn.transformation.html
+++ b/docs/finn/_build/html/source_code/finn.transformation.html
@@ -81,8 +81,8 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="finn.html">finn package</a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="finn.html#subpackages">Subpackages</a><ul class="current">
 <li class="toctree-l3"><a class="reference internal" href="finn.analysis.html">finn.analysis package</a></li>
diff --git a/docs/finn/_build/html/source_code/finn.transformation.streamline.html b/docs/finn/_build/html/source_code/finn.transformation.streamline.html
index 31a87bdb4971af86f1f9222f8f27162375937d8d..9d0b44376a524a0c8dc179890bfd05832c5984a0 100644
--- a/docs/finn/_build/html/source_code/finn.transformation.streamline.html
+++ b/docs/finn/_build/html/source_code/finn.transformation.streamline.html
@@ -81,8 +81,8 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="finn.html">finn package</a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="finn.html#subpackages">Subpackages</a><ul class="current">
 <li class="toctree-l3"><a class="reference internal" href="finn.analysis.html">finn.analysis package</a></li>
diff --git a/docs/finn/_build/html/source_code/finn.util.html b/docs/finn/_build/html/source_code/finn.util.html
index da8fe1e3c3ed527e4fd31b2d3dbc3381ed139fb1..93c23b203017762bb6ba85fab5bb71ed22473b33 100644
--- a/docs/finn/_build/html/source_code/finn.util.html
+++ b/docs/finn/_build/html/source_code/finn.util.html
@@ -80,8 +80,8 @@
             
             
               <ul class="current">
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1 current"><a class="reference internal" href="finn.html">finn package</a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="finn.html#subpackages">Subpackages</a><ul class="current">
 <li class="toctree-l3"><a class="reference internal" href="finn.analysis.html">finn.analysis package</a></li>
diff --git a/docs/finn/_build/html/source_code/modules.html b/docs/finn/_build/html/source_code/modules.html
index f20549b667f93be7935d1ddbdbd2a91a8039ab00..2a0d6a6966205b788ec5488338a51fec6e3ec401 100644
--- a/docs/finn/_build/html/source_code/modules.html
+++ b/docs/finn/_build/html/source_code/modules.html
@@ -79,8 +79,8 @@
             
             
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../getting_started.html">Getting Started</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../end_to_end_flow.html">FINN - End-to-End Flow</a></li>
 <li class="toctree-l1"><a class="reference internal" href="finn.html">finn package</a></li>
 </ul>
 
diff --git a/docs/finn/getting_started.rst b/docs/finn/getting_started.rst
index b1c1fa32556ecc6c5c43491f356085f43df7c706..d42e9dd94bb37f64fd6a821f96e0419f48fd0430 100644
--- a/docs/finn/getting_started.rst
+++ b/docs/finn/getting_started.rst
@@ -11,7 +11,7 @@ Requirements
 
 * Ubuntu 18.04
 * Docker
-* A working Vivado installation
+* A working Vivado 2019.1 installation
 * A `VIVADO_PATH` environment variable pointing to the Vivado installation directory (e.g. the directory where settings64.sh is located)
 
 Running FINN in Docker
diff --git a/docs/finn/index.rst b/docs/finn/index.rst
index a41e76f02a979bff4e8bfaf59f46f4f08e37a76e..af903f9ea4bb6b0f8d9d22de20eacdaa4fb707f9 100644
--- a/docs/finn/index.rst
+++ b/docs/finn/index.rst
@@ -26,7 +26,7 @@ What is FINN?
    :maxdepth: 2
    :hidden:
 
-   end_to_end_flow
    getting_started
+   end_to_end_flow
    source_code/finn