From bb987a5e0faafeee069df90ebf8a5cc48057727f Mon Sep 17 00:00:00 2001
From: Camille Scott <camille.scott.w@gmail.com>
Date: Wed, 20 Apr 2016 12:25:51 -0700
Subject: [PATCH] Generated gh-pages for commit 29117ee Author: Camille Scott
 <camille.scott.w@gmail.com>

    bump version to 0.3
---
 doc/_build/doctrees/dammit.doctree            | Bin 220894 -> 225055 bytes
 doc/_build/doctrees/environment.pickle        | Bin 118097 -> 120569 bytes
 doc/_build/doctrees/installing.doctree        | Bin 24639 -> 25059 bytes
 doc/_build/doctrees/usage.doctree             | Bin 11581 -> 11586 bytes
 doc/_build/html/.buildinfo                    |   2 +-
 doc/_build/html/_modules/dammit/annotate.html |  15 ++--
 doc/_build/html/_modules/dammit/blast.html    |   6 +-
 doc/_build/html/_modules/dammit/common.html   |   6 +-
 .../html/_modules/dammit/databases.html       |   6 +-
 .../html/_modules/dammit/dependencies.html    |   6 +-
 doc/_build/html/_modules/dammit/gff.html      |   6 +-
 doc/_build/html/_modules/dammit/parsers.html  |   6 +-
 doc/_build/html/_modules/dammit/report.html   |   6 +-
 doc/_build/html/_modules/dammit/tasks.html    |  81 ++++++++++++++----
 doc/_build/html/_modules/index.html           |   6 +-
 doc/_build/html/_sources/installing.txt       |  16 ++--
 doc/_build/html/about.html                    |   6 +-
 doc/_build/html/dammit.html                   |  16 +++-
 doc/_build/html/databases.html                |   6 +-
 doc/_build/html/genindex.html                 |  16 +++-
 doc/_build/html/index.html                    |   6 +-
 doc/_build/html/installing.html               |  22 +++--
 doc/_build/html/modules.html                  |   6 +-
 doc/_build/html/objects.inv                   | Bin 1011 -> 1026 bytes
 doc/_build/html/py-modindex.html              |   6 +-
 doc/_build/html/search.html                   |   6 +-
 doc/_build/html/searchindex.js                |   2 +-
 doc/_build/html/tutorial.html                 |   6 +-
 doc/_build/html/usage.html                    |   6 +-
 29 files changed, 169 insertions(+), 97 deletions(-)

diff --git a/doc/_build/doctrees/dammit.doctree b/doc/_build/doctrees/dammit.doctree
index ae4f6475291e2b681b02b81ab558fcf10ed4adef..a888cdc18c0fbb53c11d0d8eae0b6bd9d2f5ef60 100644
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diff --git a/doc/_build/doctrees/installing.doctree b/doc/_build/doctrees/installing.doctree
index 5b3765e3791cbb1eb6b5ab4fcd7b6b2c40567dec..8744f05983c842739e0c65947c1495f76fc31960 100644
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diff --git a/doc/_build/doctrees/usage.doctree b/doc/_build/doctrees/usage.doctree
index 478adad03a1a05b57af48a6a9072de77cdc22218..b29edb169427d6bbf8414d1409b37b8ff1ee4247 100644
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diff --git a/doc/_build/html/.buildinfo b/doc/_build/html/.buildinfo
index 8b8d18e8..c401328e 100644
--- a/doc/_build/html/.buildinfo
+++ b/doc/_build/html/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 64826d1c217b464f7f30b0f247d41824
+config: 032ce66902ea756bbb2a97f4e0eb8c5c
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/doc/_build/html/_modules/dammit/annotate.html b/doc/_build/html/_modules/dammit/annotate.html
index f0be7315..9bff0a95 100644
--- a/doc/_build/html/_modules/dammit/annotate.html
+++ b/doc/_build/html/_modules/dammit/annotate.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit.annotate &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit.annotate &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="../../_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="../../index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="../../index.html" />
     <link rel="up" title="Module code" href="../index.html" />
    
   
@@ -220,7 +220,8 @@ <h1>Source code for dammit.annotate</h1><div class="highlight"><pre>
                                <span class="bp">self</span><span class="o">.</span><span class="n">database_dict</span><span class="p">[</span><span class="s">&#39;PFAM&#39;</span><span class="p">],</span> 
                                <span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">evalue</span><span class="p">,</span>
                                <span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">n_threads</span><span class="p">,</span> 
-                               <span class="n">common</span><span class="o">.</span><span class="n">CONFIG</span><span class="p">[</span><span class="s">&#39;settings&#39;</span><span class="p">][</span><span class="s">&#39;hmmer&#39;</span><span class="p">][</span><span class="s">&#39;hmmscan&#39;</span><span class="p">])</span>
+                               <span class="n">common</span><span class="o">.</span><span class="n">CONFIG</span><span class="p">[</span><span class="s">&#39;settings&#39;</span><span class="p">][</span><span class="s">&#39;hmmer&#39;</span><span class="p">][</span><span class="s">&#39;hmmscan&#39;</span><span class="p">],</span>
+                               <span class="n">n_nodes</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">)</span>
 
         <span class="k">yield</span> <span class="n">get_remap_hmmer_task</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">transdecoder_pfam_fn</span><span class="p">,</span>
                                    <span class="bp">self</span><span class="o">.</span><span class="n">transdecoder_orf_gff3_fn</span><span class="p">,</span>
@@ -243,7 +244,8 @@ <h1>Source code for dammit.annotate</h1><div class="highlight"><pre>
                                <span class="bp">self</span><span class="o">.</span><span class="n">database_dict</span><span class="p">[</span><span class="s">&#39;RFAM&#39;</span><span class="p">],</span> 
                                <span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">evalue</span><span class="p">,</span>
                                <span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">n_threads</span><span class="p">,</span> 
-                               <span class="n">cmscan_cfg</span><span class="p">)</span>
+                               <span class="n">cmscan_cfg</span><span class="p">,</span>
+                               <span class="n">n_nodes</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">orthodb_task</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&#39;&#39;&#39;Run LAST to get homologies with OrthoDB. We use LAST here because</span>
@@ -258,7 +260,8 @@ <h1>Source code for dammit.annotate</h1><div class="highlight"><pre>
                                <span class="n">lastal_cfg</span><span class="p">,</span>
                                <span class="n">translate</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span>
                                <span class="n">cutoff</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">evalue</span><span class="p">,</span>
-                               <span class="n">n_threads</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">n_threads</span><span class="p">)</span>
+                               <span class="n">n_threads</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">n_threads</span><span class="p">,</span>
+                               <span class="n">n_nodes</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">n_nodes</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">uniref_task</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 
diff --git a/doc/_build/html/_modules/dammit/blast.html b/doc/_build/html/_modules/dammit/blast.html
index 7394bfe3..45d804f1 100644
--- a/doc/_build/html/_modules/dammit/blast.html
+++ b/doc/_build/html/_modules/dammit/blast.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit.blast &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit.blast &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="../../_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="../../index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="../../index.html" />
     <link rel="up" title="Module code" href="../index.html" />
    
   
diff --git a/doc/_build/html/_modules/dammit/common.html b/doc/_build/html/_modules/dammit/common.html
index b0416865..4e09080e 100644
--- a/doc/_build/html/_modules/dammit/common.html
+++ b/doc/_build/html/_modules/dammit/common.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit.common &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit.common &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="../../_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="../../index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="../../index.html" />
     <link rel="up" title="Module code" href="../index.html" />
    
   
diff --git a/doc/_build/html/_modules/dammit/databases.html b/doc/_build/html/_modules/dammit/databases.html
index 37c9c8b9..362a00d8 100644
--- a/doc/_build/html/_modules/dammit/databases.html
+++ b/doc/_build/html/_modules/dammit/databases.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit.databases &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit.databases &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="../../_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="../../index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="../../index.html" />
     <link rel="up" title="Module code" href="../index.html" />
    
   
diff --git a/doc/_build/html/_modules/dammit/dependencies.html b/doc/_build/html/_modules/dammit/dependencies.html
index 1d20b122..869e1ab6 100644
--- a/doc/_build/html/_modules/dammit/dependencies.html
+++ b/doc/_build/html/_modules/dammit/dependencies.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit.dependencies &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit.dependencies &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="../../_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="../../index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="../../index.html" />
     <link rel="up" title="Module code" href="../index.html" />
    
   
diff --git a/doc/_build/html/_modules/dammit/gff.html b/doc/_build/html/_modules/dammit/gff.html
index f3a1a19a..8cc97982 100644
--- a/doc/_build/html/_modules/dammit/gff.html
+++ b/doc/_build/html/_modules/dammit/gff.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit.gff &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit.gff &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="../../_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="../../index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="../../index.html" />
     <link rel="up" title="Module code" href="../index.html" />
    
   
diff --git a/doc/_build/html/_modules/dammit/parsers.html b/doc/_build/html/_modules/dammit/parsers.html
index 8b05bf2b..e7f26af5 100644
--- a/doc/_build/html/_modules/dammit/parsers.html
+++ b/doc/_build/html/_modules/dammit/parsers.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit.parsers &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit.parsers &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="../../_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="../../index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="../../index.html" />
     <link rel="up" title="Module code" href="../index.html" />
    
   
diff --git a/doc/_build/html/_modules/dammit/report.html b/doc/_build/html/_modules/dammit/report.html
index 8fbc596e..5e172358 100644
--- a/doc/_build/html/_modules/dammit/report.html
+++ b/doc/_build/html/_modules/dammit/report.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit.report &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit.report &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="../../_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="../../index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="../../index.html" />
     <link rel="up" title="Module code" href="../index.html" />
    
   
diff --git a/doc/_build/html/_modules/dammit/tasks.html b/doc/_build/html/_modules/dammit/tasks.html
index 8bdc716c..d031d8ff 100644
--- a/doc/_build/html/_modules/dammit/tasks.html
+++ b/doc/_build/html/_modules/dammit/tasks.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit.tasks &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit.tasks &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="../../_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../../',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="../../_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="../../index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="../../index.html" />
     <link rel="up" title="Module code" href="../index.html" />
    
   
@@ -89,6 +89,33 @@ <h1>Source code for dammit.tasks</h1><div class="highlight"><pre>
         <span class="k">pass</span></div>
 
 
+<div class="viewcode-block" id="parallel_fasta"><a class="viewcode-back" href="../../dammit.html#dammit.tasks.parallel_fasta">[docs]</a><span class="k">def</span> <span class="nf">parallel_fasta</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span> <span class="n">n_jobs</span><span class="p">):</span>
+    <span class="n">file_size</span> <span class="o">=</span> <span class="s">&#39;S=`stat -c &quot;</span><span class="si">%%</span><span class="s">s&quot; {0}`; B=`expr $S / {1}`;&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span>
+                                                                 <span class="n">n_jobs</span><span class="p">)</span>
+    <span class="n">exc</span> <span class="o">=</span> <span class="n">which</span><span class="p">(</span><span class="s">&#39;parallel&#39;</span><span class="p">)</span>
+    <span class="n">cmd</span> <span class="o">=</span> <span class="p">[</span><span class="n">file_size</span><span class="p">,</span> <span class="s">&#39;cat&#39;</span><span class="p">,</span> <span class="n">input_filename</span><span class="p">,</span> <span class="s">&#39;|&#39;</span><span class="p">,</span> <span class="n">exc</span><span class="p">,</span> <span class="s">&#39;--block&#39;</span><span class="p">,</span> <span class="s">&#39;$B&#39;</span><span class="p">,</span>
+           <span class="s">&#39;--pipe&#39;</span><span class="p">,</span> <span class="s">&#39;--recstart&#39;</span><span class="p">,</span> <span class="s">&#39;&quot;&gt;&quot;&#39;</span><span class="p">,</span> <span class="s">&#39;--gnu&#39;</span><span class="p">,</span> <span class="s">&#39;-j&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">n_jobs</span><span class="p">)]</span>
+
+    <span class="k">return</span> <span class="s">&#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></div>
+
+<div class="viewcode-block" id="multinode_parallel_fasta"><a class="viewcode-back" href="../../dammit.html#dammit.tasks.multinode_parallel_fasta">[docs]</a><span class="k">def</span> <span class="nf">multinode_parallel_fasta</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span> <span class="n">ppn</span><span class="p">,</span> <span class="n">nodes</span><span class="p">):</span>
+    <span class="n">file_size</span> <span class="o">=</span> <span class="s">&#39;S=`stat -c &quot;</span><span class="si">%%</span><span class="s">s&quot; {0}`; B=`expr $S / {1}`;&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span>
+                                                                   <span class="n">nodes</span> <span class="o">*</span> <span class="n">ppn</span><span class="p">)</span>
+    <span class="n">exports</span> <span class="o">=</span> <span class="s">&#39;export PARALLEL=&quot;--workdir . --env PATH --env LD_LIBRARY_PATH &#39;</span>\
+              <span class="s">&#39;--env LOADEDMODULES --env _LMFILES_ --env MODULE_VERSION &#39;</span>\
+              <span class="s">&#39;--env MODULEPATH --env MODULEVERSION_STACK --env MODULESHOME &#39;</span>\
+              <span class="s">&#39;--env OMP_DYNAMICS --env OMP_MAX_ACTIVE_LEVELS --env OMP_NESTED &#39;</span>\
+              <span class="s">&#39;--env OMP_NUM_THREADS --env OMP_SCHEDULE --env OMP_STACKSIZE &#39;</span>\
+              <span class="s">&#39;--env OMP_THREAD_LIMIT --env OMP_WAIT_POLICY&quot;;&#39;</span>
+
+    <span class="n">exc</span> <span class="o">=</span> <span class="n">which</span><span class="p">(</span><span class="s">&#39;parallel&#39;</span><span class="p">)</span>
+    <span class="n">cmd</span> <span class="o">=</span> <span class="p">[</span><span class="n">exports</span><span class="p">,</span> <span class="n">file_size</span><span class="p">,</span> <span class="s">&#39;cat&#39;</span><span class="p">,</span> <span class="n">input_filename</span><span class="p">,</span> <span class="s">&#39;|&#39;</span><span class="p">,</span> <span class="n">exc</span><span class="p">,</span> <span class="s">&#39;--block&#39;</span><span class="p">,</span> <span class="s">&#39;$B&#39;</span><span class="p">,</span>
+           <span class="s">&#39;--pipe&#39;</span><span class="p">,</span> <span class="s">&#39;--recstart&#39;</span><span class="p">,</span> <span class="s">&#39;&quot;&gt;&quot;&#39;</span><span class="p">,</span> <span class="s">&#39;--gnu&#39;</span><span class="p">,</span> <span class="s">&#39;--jobs 1&#39;</span><span class="p">,</span> 
+           <span class="s">&#39;--sshloginfile $PBS_NODEFILE&#39;</span><span class="p">,</span> <span class="s">&#39;--workdir $PWD&#39;</span><span class="p">]</span>
+
+    <span class="k">return</span> <span class="s">&#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></div>
+
+
 <span class="n">seq_ext</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="s">r&#39;(.fasta)|(.fa)|(.fastq)|(.fq)&#39;</span><span class="p">)</span>
 <div class="viewcode-block" id="strip_seq_extension"><a class="viewcode-back" href="../../dammit.html#dammit.tasks.strip_seq_extension">[docs]</a><span class="k">def</span> <span class="nf">strip_seq_extension</span><span class="p">(</span><span class="n">fn</span><span class="p">):</span>
     <span class="k">return</span> <span class="n">seq_ext</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">fn</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span></div>
@@ -305,7 +332,7 @@ <h1>Source code for dammit.tasks</h1><div class="highlight"><pre>
 
 <span class="nd">@create_task_object</span>
 <div class="viewcode-block" id="get_lastal_task"><a class="viewcode-back" href="../../dammit.html#dammit.tasks.get_lastal_task">[docs]</a><span class="k">def</span> <span class="nf">get_lastal_task</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">db</span><span class="p">,</span> <span class="n">out_fn</span><span class="p">,</span> <span class="n">cfg</span><span class="p">,</span> <span class="n">translate</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> 
-                    <span class="n">cutoff</span><span class="o">=</span><span class="mf">0.00001</span><span class="p">,</span> <span class="n">n_threads</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
+                    <span class="n">cutoff</span><span class="o">=</span><span class="mf">0.00001</span><span class="p">,</span> <span class="n">n_threads</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">n_nodes</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
     <span class="sd">&#39;&#39;&#39;Create a pydoit task to run lastal</span>
 
 <span class="sd">    Args:</span>
@@ -320,7 +347,6 @@ <h1>Source code for dammit.tasks</h1><div class="highlight"><pre>
 <span class="sd">    &#39;&#39;&#39;</span>
 
     <span class="n">lastal_exc</span> <span class="o">=</span> <span class="n">which</span><span class="p">(</span><span class="s">&#39;lastal&#39;</span><span class="p">)</span>
-    <span class="n">parallel_exc</span> <span class="o">=</span> <span class="n">which</span><span class="p">(</span><span class="s">&#39;parallel-fasta&#39;</span><span class="p">)</span>
 
     <span class="n">params</span> <span class="o">=</span> <span class="n">cfg</span><span class="p">[</span><span class="s">&#39;params&#39;</span><span class="p">]</span>
     <span class="n">lastal_cmd</span> <span class="o">=</span> <span class="p">[</span><span class="n">lastal_exc</span><span class="p">]</span>
@@ -332,8 +358,12 @@ <h1>Source code for dammit.tasks</h1><div class="highlight"><pre>
     <span class="n">lastal_cmd</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">db</span><span class="p">)</span>
     <span class="n">lastal_cmd</span> <span class="o">=</span> <span class="s">&#39;&quot;{0}&quot;&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="s">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">lastal_cmd</span><span class="p">))</span>
 
-    <span class="n">cmd</span> <span class="o">=</span> <span class="p">[</span><span class="n">parallel_exc</span><span class="p">,</span> <span class="s">&#39;-j&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">n_threads</span><span class="p">),</span> <span class="n">lastal_cmd</span><span class="p">,</span> 
-           <span class="s">&#39;&lt;&#39;</span><span class="p">,</span> <span class="n">query</span><span class="p">,</span> <span class="s">&#39;&gt;&#39;</span><span class="p">,</span> <span class="n">out_fn</span><span class="p">]</span>
+    <span class="k">if</span> <span class="n">n_nodes</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="n">parallel</span> <span class="o">=</span> <span class="n">parallel_fasta</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">n_threads</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">parallel</span> <span class="o">=</span> <span class="n">multinode_parallel_fasta</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">n_threads</span><span class="p">,</span> <span class="n">n_nodes</span><span class="p">)</span>
+
+    <span class="n">cmd</span> <span class="o">=</span> <span class="p">[</span><span class="n">parallel</span><span class="p">,</span> <span class="n">lastal_cmd</span><span class="p">,</span> <span class="s">&#39;&lt;&#39;</span><span class="p">,</span> <span class="n">query</span><span class="p">,</span> <span class="s">&#39;&gt;&#39;</span><span class="p">,</span> <span class="n">out_fn</span><span class="p">]</span>
     <span class="n">cmd</span> <span class="o">=</span> <span class="s">&#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="n">name</span> <span class="o">=</span> <span class="s">&#39;lastal:{0}&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">out_fn</span><span class="p">))</span>
@@ -431,15 +461,23 @@ <h1>Source code for dammit.tasks</h1><div class="highlight"><pre>
 
 <span class="nd">@create_task_object</span>
 <div class="viewcode-block" id="get_cmscan_task"><a class="viewcode-back" href="../../dammit.html#dammit.tasks.get_cmscan_task">[docs]</a><span class="k">def</span> <span class="nf">get_cmscan_task</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span> <span class="n">output_filename</span><span class="p">,</span> <span class="n">db_filename</span><span class="p">,</span>
-                    <span class="n">cutoff</span><span class="p">,</span> <span class="n">n_threads</span><span class="p">,</span> <span class="n">infernal_cfg</span><span class="p">):</span></div>
+                    <span class="n">cutoff</span><span class="p">,</span> <span class="n">n_threads</span><span class="p">,</span> <span class="n">infernal_cfg</span><span class="p">,</span> <span class="n">n_nodes</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span></div>
 
     <span class="n">name</span> <span class="o">=</span> <span class="s">&#39;cmscan:&#39;</span> <span class="o">+</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">basename</span><span class="p">(</span><span class="n">input_filename</span><span class="p">)</span> <span class="o">+</span> <span class="s">&#39;.x.&#39;</span> <span class="o">+</span> \
            <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">basename</span><span class="p">(</span><span class="n">db_filename</span><span class="p">)</span>
 
     <span class="n">exc</span> <span class="o">=</span> <span class="n">which</span><span class="p">(</span><span class="s">&#39;cmscan&#39;</span><span class="p">)</span>
-    <span class="n">cmd</span> <span class="o">=</span> <span class="s">&#39;{exc} --cpu {n_threads} --rfam --nohmmonly -E {cutoff}&#39;</span>\
-          <span class="s">&#39; --tblout {output_filename} {db_filename} {input_filename}&#39;</span>\
-          <span class="s">&#39; &gt; {output_filename}.cmscan&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span>
+    <span class="k">if</span> <span class="n">n_nodes</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="n">parallel_cmd</span> <span class="o">=</span> <span class="n">parallel_fasta</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span> <span class="n">n_threads</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">parallel_cmd</span> <span class="o">=</span> <span class="n">multinode_parallel_fasta</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span> <span class="n">n_threads</span><span class="p">,</span>
+                                                <span class="n">n_nodes</span><span class="p">)</span>
+
+    <span class="n">stat</span> <span class="o">=</span> <span class="n">output_filename</span> <span class="o">+</span> <span class="s">&#39;.out&#39;</span>
+    <span class="n">cmd</span> <span class="o">=</span> <span class="p">[</span><span class="n">parallel_cmd</span><span class="p">,</span> <span class="n">exc</span><span class="p">,</span> <span class="s">&#39;--cpu&#39;</span><span class="p">,</span> <span class="s">&#39;1&#39;</span><span class="p">,</span> <span class="s">&#39;--rfam&#39;</span><span class="p">,</span> <span class="s">&#39;--nohmmonly&#39;</span><span class="p">,</span>
+           <span class="s">&#39;-E&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">cutoff</span><span class="p">),</span> <span class="s">&#39;--tblout&#39;</span><span class="p">,</span> <span class="s">&#39;/dev/stdout&#39;</span><span class="p">,</span> <span class="s">&#39;-o&#39;</span><span class="p">,</span> <span class="n">stat</span><span class="p">,</span>
+           <span class="n">db_filename</span><span class="p">,</span> <span class="s">&#39;/dev/stdin&#39;</span><span class="p">,</span> <span class="s">&#39;&gt;&#39;</span><span class="p">,</span> <span class="n">output_filename</span><span class="p">]</span>
+    <span class="n">cmd</span> <span class="o">=</span> <span class="s">&#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="k">return</span> <span class="p">{</span><span class="s">&#39;name&#39;</span><span class="p">:</span> <span class="n">name</span><span class="p">,</span>
             <span class="s">&#39;title&#39;</span><span class="p">:</span> <span class="n">title_with_actions</span><span class="p">,</span>
@@ -463,23 +501,28 @@ <h1>Source code for dammit.tasks</h1><div class="highlight"><pre>
             <span class="s">&#39;uptodate&#39;</span><span class="p">:</span> <span class="p">[</span><span class="bp">True</span><span class="p">],</span>
             <span class="s">&#39;clean&#39;</span><span class="p">:</span> <span class="p">[</span><span class="n">clean_targets</span><span class="p">]}</span>
 
+
 <span class="nd">@create_task_object</span>
 <div class="viewcode-block" id="get_hmmscan_task"><a class="viewcode-back" href="../../dammit.html#dammit.tasks.get_hmmscan_task">[docs]</a><span class="k">def</span> <span class="nf">get_hmmscan_task</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span> <span class="n">output_filename</span><span class="p">,</span> <span class="n">db_filename</span><span class="p">,</span>
-                     <span class="n">cutoff</span><span class="p">,</span> <span class="n">n_threads</span><span class="p">,</span> <span class="n">hmmer_cfg</span><span class="p">):</span></div>
+                     <span class="n">cutoff</span><span class="p">,</span> <span class="n">n_threads</span><span class="p">,</span> <span class="n">hmmer_cfg</span><span class="p">,</span> <span class="n">n_nodes</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span></div>
 
     <span class="n">name</span> <span class="o">=</span> <span class="s">&#39;hmmscan:&#39;</span> <span class="o">+</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">basename</span><span class="p">(</span><span class="n">input_filename</span><span class="p">)</span> <span class="o">+</span> <span class="s">&#39;.x.&#39;</span> <span class="o">+</span> \
                 <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">basename</span><span class="p">(</span><span class="n">db_filename</span><span class="p">)</span>
 
     <span class="n">hmmscan_exc</span> <span class="o">=</span> <span class="n">which</span><span class="p">(</span><span class="s">&#39;hmmscan&#39;</span><span class="p">)</span>
-    <span class="n">parallel_exc</span> <span class="o">=</span> <span class="n">which</span><span class="p">(</span><span class="s">&#39;parallel-fasta&#39;</span><span class="p">)</span>
+    
+    <span class="k">if</span> <span class="n">n_nodes</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
+        <span class="n">parallel_cmd</span> <span class="o">=</span> <span class="n">parallel_fasta</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span> <span class="n">n_threads</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">parallel_cmd</span> <span class="o">=</span> <span class="n">multinode_parallel_fasta</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span> <span class="n">n_threads</span><span class="p">,</span>
+                                                <span class="n">n_nodes</span><span class="p">)</span>
 
     <span class="n">stat</span> <span class="o">=</span> <span class="n">output_filename</span> <span class="o">+</span> <span class="s">&#39;.out&#39;</span>
-    <span class="n">hmmscan_cmd</span> <span class="o">=</span> <span class="p">[</span><span class="n">hmmscan_exc</span><span class="p">,</span> <span class="s">&#39;--cpu&#39;</span><span class="p">,</span> <span class="s">&#39;1&#39;</span><span class="p">,</span> <span class="s">&#39;--domtblout&#39;</span><span class="p">,</span> <span class="n">output_filename</span><span class="p">,</span> 
-                   <span class="s">&#39;-E&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">cutoff</span><span class="p">),</span> <span class="s">&#39;-o&#39;</span><span class="p">,</span> <span class="n">stat</span><span class="p">,</span> <span class="n">db_filename</span><span class="p">,</span> <span class="s">&#39;-&#39;</span><span class="p">]</span>
-    <span class="n">hmmscan_cmd</span> <span class="o">=</span> <span class="s">&#39;&quot;{0}&quot;&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="s">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">hmmscan_cmd</span><span class="p">))</span>
-    <span class="n">cmd</span> <span class="o">=</span> <span class="s">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">parallel_exc</span><span class="p">,</span> <span class="s">&#39;-j&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">n_threads</span><span class="p">),</span> <span class="n">hmmscan_cmd</span><span class="p">,</span> <span class="s">&#39;&lt;&#39;</span><span class="p">,</span>
-                    <span class="n">input_filename</span><span class="p">])</span>
-
+    <span class="n">cmd</span> <span class="o">=</span> <span class="p">[</span><span class="n">parallel_cmd</span><span class="p">,</span> <span class="n">hmmscan_exc</span><span class="p">,</span> <span class="s">&#39;--cpu&#39;</span><span class="p">,</span> <span class="s">&#39;1&#39;</span><span class="p">,</span> <span class="s">&#39;--domtblout&#39;</span><span class="p">,</span> <span class="s">&#39;/dev/stdout&#39;</span><span class="p">,</span> 
+           <span class="s">&#39;-E&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">cutoff</span><span class="p">),</span> <span class="s">&#39;-o&#39;</span><span class="p">,</span> <span class="n">stat</span><span class="p">,</span> <span class="n">db_filename</span><span class="p">,</span> <span class="s">&#39;/dev/stdin&#39;</span><span class="p">,</span>
+           <span class="s">&#39;&gt;&#39;</span><span class="p">,</span> <span class="n">output_filename</span><span class="p">]</span>
+    <span class="n">cmd</span> <span class="o">=</span> <span class="s">&#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="k">return</span> <span class="p">{</span><span class="s">&#39;name&#39;</span><span class="p">:</span> <span class="n">name</span><span class="p">,</span>
             <span class="s">&#39;title&#39;</span><span class="p">:</span> <span class="n">title_with_actions</span><span class="p">,</span>
             <span class="s">&#39;actions&#39;</span><span class="p">:</span> <span class="p">[</span><span class="n">cmd</span><span class="p">],</span>
diff --git a/doc/_build/html/_modules/index.html b/doc/_build/html/_modules/index.html
index c47f71c0..18387c46 100644
--- a/doc/_build/html/_modules/index.html
+++ b/doc/_build/html/_modules/index.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>Overview: module code &mdash; dammit 0.2.9 documentation</title>
+    <title>Overview: module code &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="../_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    '../',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="../_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="../about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="../index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="../index.html" />
    
   
   <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9">
diff --git a/doc/_build/html/_sources/installing.txt b/doc/_build/html/_sources/installing.txt
index 55a7de2f..93aa3762 100644
--- a/doc/_build/html/_sources/installing.txt
+++ b/doc/_build/html/_sources/installing.txt
@@ -88,9 +88,8 @@ you can skip this step and move on to the final stage::
     nose==1.3.4
     ficus>=0.1
     matplotlib>=1.0
-    scikit-learn>=0.16
 
-Otherwise, we will have to install them. Pandas, numpy, matplotlib, and scikit-learn
+Otherwise, we will have to install them. Pandas, numpy, and matplotlib
 are quite hefty, mostly because they require a lot of compilation. To get around this,
 you can either install them via Anaconda, which I recommend, or you can install those
 which are available through the Ubuntu PPAs. If you wish to do things the slow
@@ -110,11 +109,12 @@ to install and saves a lot of time compiling things when creating new environmen
 install it on Ubuntu, first download it::
  
      cd
-     curl -OL https://3230d63b5fc54e62148e-c95ac804525aac4b6dba79b00b39d1d3.ssl.cf1.rackcdn.com/Anaconda2-2.4.0-Linux-x86_64.sh
+     curl -OL https://3230d63b5fc54e62148e-c95ac804525aac4b6dba79b00b39d1d3.ssl.cf1.rackcdn.com/Anaconda2-4.0.0-Linux-x86_64.sh
 
 And run the installer::
   
-    bash Anaconda2-2.4.0-Linux-x86_64.sh
+    bash Anaconda2-2.4.0-Linux-x86_64.sh -b
+    echo 'export PATH=$HOME/anaconda2/bin:$PATH' >> $HOME/.bashrc
 
 Select `yes` when prompted on adding it to your `.bashrc`, and resource your profile
 to gain access to it::
@@ -126,6 +126,10 @@ and allow dammit to install its own version via PyPI::
 
     conda remove sphinx
 
+Get the latest versions of some packages::
+
+    conda update pandas numexpr
+
 .. _Ubuntu-instructions:
 
 Ubuntu / Pip Instructions
@@ -136,9 +140,9 @@ installed the python packages with pip, and have installed the non-python depend
 you can install them through the Ubuntu PPAs as follows::
 
     sudo apt-get update
-    sudo apt-get install python-pip python-dev python-numpy python-sklearn
+    sudo apt-get install python-pip python-dev python-numpy 
 
-Unfortunately, you'll still have to install Pandas and scikit-learn through pip, as
+Unfortunately, you'll still have to install Pandas  through pip, as
 the versions in the Ubuntu 14.04 PPAs are quite old. These will be installed automatically
 along with dammit.
 
diff --git a/doc/_build/html/about.html b/doc/_build/html/about.html
index 0cf4b9b3..7c22a16a 100644
--- a/doc/_build/html/about.html
+++ b/doc/_build/html/about.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>About &mdash; dammit 0.2.9 documentation</title>
+    <title>About &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="#" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="index.html" />
    
   
   <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9">
diff --git a/doc/_build/html/dammit.html b/doc/_build/html/dammit.html
index 8bc6c2e6..a0703d26 100644
--- a/doc/_build/html/dammit.html
+++ b/doc/_build/html/dammit.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit package &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit package &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="index.html" />
     <link rel="prev" title="Databases" href="databases.html" />
    
   
@@ -839,6 +839,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <code class="descclassname">dammit.tasks.</code><code class="descname">get_transeq_task</code><span class="sig-paren">(</span><em>*args</em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/dammit/tasks.html#get_transeq_task"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#dammit.tasks.get_transeq_task" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
+<dl class="function">
+<dt id="dammit.tasks.multinode_parallel_fasta">
+<code class="descclassname">dammit.tasks.</code><code class="descname">multinode_parallel_fasta</code><span class="sig-paren">(</span><em>input_filename</em>, <em>ppn</em>, <em>nodes</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/dammit/tasks.html#multinode_parallel_fasta"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#dammit.tasks.multinode_parallel_fasta" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="function">
+<dt id="dammit.tasks.parallel_fasta">
+<code class="descclassname">dammit.tasks.</code><code class="descname">parallel_fasta</code><span class="sig-paren">(</span><em>input_filename</em>, <em>n_jobs</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/dammit/tasks.html#parallel_fasta"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#dammit.tasks.parallel_fasta" title="Permalink to this definition">¶</a></dt>
+<dd></dd></dl>
+
 <dl class="function">
 <dt id="dammit.tasks.print_tasks">
 <code class="descclassname">dammit.tasks.</code><code class="descname">print_tasks</code><span class="sig-paren">(</span><em>tasks</em>, <em>logger=None</em>, <em>level=10</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/dammit/tasks.html#print_tasks"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#dammit.tasks.print_tasks" title="Permalink to this definition">¶</a></dt>
diff --git a/doc/_build/html/databases.html b/doc/_build/html/databases.html
index 12724990..f6c8c9cb 100644
--- a/doc/_build/html/databases.html
+++ b/doc/_build/html/databases.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>Databases &mdash; dammit 0.2.9 documentation</title>
+    <title>Databases &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="index.html" />
     <link rel="next" title="dammit package" href="dammit.html" />
     <link rel="prev" title="Usage" href="usage.html" />
    
diff --git a/doc/_build/html/genindex.html b/doc/_build/html/genindex.html
index 65e54491..b67fc0b9 100644
--- a/doc/_build/html/genindex.html
+++ b/doc/_build/html/genindex.html
@@ -7,7 +7,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>Index &mdash; dammit 0.2.9 documentation</title>
+    <title>Index &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
@@ -16,7 +16,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -27,7 +27,7 @@
     <script type="text/javascript" src="_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="index.html" />
    
   
   <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9">
@@ -439,10 +439,14 @@ <h2 id="M">M</h2>
   <dt><a href="dammit.html#dammit.gff.maf_to_gff3_df">maf_to_gff3_df() (in module dammit.gff)</a>
   </dt>
 
+      
+  <dt><a href="dammit.html#dammit.gff.mangle_coordinates">mangle_coordinates() (in module dammit.gff)</a>
+  </dt>
+
   </dl></td>
   <td style="width: 33%" valign="top"><dl>
       
-  <dt><a href="dammit.html#dammit.gff.mangle_coordinates">mangle_coordinates() (in module dammit.gff)</a>
+  <dt><a href="dammit.html#dammit.tasks.multinode_parallel_fasta">multinode_parallel_fasta() (in module dammit.tasks)</a>
   </dt>
 
   </dl></td>
@@ -462,6 +466,10 @@ <h2 id="P">P</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%" valign="top"><dl>
       
+  <dt><a href="dammit.html#dammit.tasks.parallel_fasta">parallel_fasta() (in module dammit.tasks)</a>
+  </dt>
+
+      
   <dt><a href="dammit.html#dammit.parsers.parse_busco_full">parse_busco_full() (in module dammit.parsers)</a>
   </dt>
 
diff --git a/doc/_build/html/index.html b/doc/_build/html/index.html
index 760b2201..7d275ab0 100644
--- a/doc/_build/html/index.html
+++ b/doc/_build/html/index.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit! &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit! &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="#" />
+    <link rel="top" title="dammit 0.3 documentation" href="#" />
     <link rel="next" title="Installation" href="installing.html" />
    
   
diff --git a/doc/_build/html/installing.html b/doc/_build/html/installing.html
index 3fd2f99f..27bd613d 100644
--- a/doc/_build/html/installing.html
+++ b/doc/_build/html/installing.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>Installation &mdash; dammit 0.2.9 documentation</title>
+    <title>Installation &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="index.html" />
     <link rel="next" title="Tutorial" href="tutorial.html" />
     <link rel="prev" title="dammit!" href="index.html" />
    
@@ -125,10 +125,9 @@ <h2>Python Dependencies<a class="headerlink" href="#python-dependencies" title="
 nose==1.3.4
 ficus&gt;=0.1
 matplotlib&gt;=1.0
-scikit-learn&gt;=0.16
 </pre></div>
 </div>
-<p>Otherwise, we will have to install them. Pandas, numpy, matplotlib, and scikit-learn
+<p>Otherwise, we will have to install them. Pandas, numpy, and matplotlib
 are quite hefty, mostly because they require a lot of compilation. To get around this,
 you can either install them via Anaconda, which I recommend, or you can install those
 which are available through the Ubuntu PPAs. If you wish to do things the slow
@@ -145,11 +144,12 @@ <h3>Anaconda<a class="headerlink" href="#anaconda" title="Permalink to this head
 to install and saves a lot of time compiling things when creating new environments. To
 install it on Ubuntu, first download it:</p>
 <div class="highlight-python"><div class="highlight"><pre>cd
-curl -OL https://3230d63b5fc54e62148e-c95ac804525aac4b6dba79b00b39d1d3.ssl.cf1.rackcdn.com/Anaconda2-2.4.0-Linux-x86_64.sh
+curl -OL https://3230d63b5fc54e62148e-c95ac804525aac4b6dba79b00b39d1d3.ssl.cf1.rackcdn.com/Anaconda2-4.0.0-Linux-x86_64.sh
 </pre></div>
 </div>
 <p>And run the installer:</p>
-<div class="highlight-python"><div class="highlight"><pre>bash Anaconda2-2.4.0-Linux-x86_64.sh
+<div class="highlight-python"><div class="highlight"><pre>bash Anaconda2-2.4.0-Linux-x86_64.sh -b
+echo &#39;export PATH=$HOME/anaconda2/bin:$PATH&#39; &gt;&gt; $HOME/.bashrc
 </pre></div>
 </div>
 <p>Select <cite>yes</cite> when prompted on adding it to your <cite>.bashrc</cite>, and resource your profile
@@ -162,6 +162,10 @@ <h3>Anaconda<a class="headerlink" href="#anaconda" title="Permalink to this head
 <div class="highlight-python"><div class="highlight"><pre>conda remove sphinx
 </pre></div>
 </div>
+<p>Get the latest versions of some packages:</p>
+<div class="highlight-python"><div class="highlight"><pre>conda update pandas numexpr
+</pre></div>
+</div>
 </div>
 <div class="section" id="ubuntu-pip-instructions">
 <span id="ubuntu-instructions"></span><h3>Ubuntu / Pip Instructions<a class="headerlink" href="#ubuntu-pip-instructions" title="Permalink to this headline">¶</a></h3>
@@ -169,10 +173,10 @@ <h3>Anaconda<a class="headerlink" href="#anaconda" title="Permalink to this head
 installed the python packages with pip, and have installed the non-python dependencies,
 you can install them through the Ubuntu PPAs as follows:</p>
 <div class="highlight-python"><div class="highlight"><pre>sudo apt-get update
-sudo apt-get install python-pip python-dev python-numpy python-sklearn
+sudo apt-get install python-pip python-dev python-numpy
 </pre></div>
 </div>
-<p>Unfortunately, you&#8217;ll still have to install Pandas and scikit-learn through pip, as
+<p>Unfortunately, you&#8217;ll still have to install Pandas  through pip, as
 the versions in the Ubuntu 14.04 PPAs are quite old. These will be installed automatically
 along with dammit.</p>
 </div>
diff --git a/doc/_build/html/modules.html b/doc/_build/html/modules.html
index adaab8bd..6fc450cc 100644
--- a/doc/_build/html/modules.html
+++ b/doc/_build/html/modules.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>dammit &mdash; dammit 0.2.9 documentation</title>
+    <title>dammit &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="index.html" />
    
   
   <meta name="viewport" content="width=device-width, initial-scale=0.9, maximum-scale=0.9">
diff --git a/doc/_build/html/objects.inv b/doc/_build/html/objects.inv
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diff --git a/doc/_build/html/py-modindex.html b/doc/_build/html/py-modindex.html
index 6a25e75f..72cf76e7 100644
--- a/doc/_build/html/py-modindex.html
+++ b/doc/_build/html/py-modindex.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>Python Module Index &mdash; dammit 0.2.9 documentation</title>
+    <title>Python Module Index &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="index.html" />
 
    
   
diff --git a/doc/_build/html/search.html b/doc/_build/html/search.html
index 114eae30..f965ea43 100644
--- a/doc/_build/html/search.html
+++ b/doc/_build/html/search.html
@@ -6,7 +6,7 @@
   <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>Search &mdash; dammit 0.2.9 documentation</title>
+    <title>Search &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -27,7 +27,7 @@
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     <script type="text/javascript" src="_static/searchtools.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="index.html" />
   <script type="text/javascript">
     jQuery(function() { Search.loadIndex("searchindex.js"); });
   </script>
diff --git a/doc/_build/html/searchindex.js b/doc/_build/html/searchindex.js
index a072fc83..be2c56df 100644
--- a/doc/_build/html/searchindex.js
+++ b/doc/_build/html/searchindex.js
@@ -1 +1 @@
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@@ -6,7 +6,7 @@
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     <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
     
-    <title>Usage &mdash; dammit 0.2.9 documentation</title>
+    <title>Usage &mdash; dammit 0.3 documentation</title>
     
     <link rel="stylesheet" href="_static/alabaster.css" type="text/css" />
     <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
@@ -15,7 +15,7 @@
     <script type="text/javascript">
       var DOCUMENTATION_OPTIONS = {
         URL_ROOT:    './',
-        VERSION:     '0.2.9',
+        VERSION:     '0.3',
         COLLAPSE_INDEX: false,
         FILE_SUFFIX: '.html',
         HAS_SOURCE:  true
@@ -26,7 +26,7 @@
     <script type="text/javascript" src="_static/doctools.js"></script>
     <script type="text/javascript" src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
     <link rel="author" title="About these documents" href="about.html" />
-    <link rel="top" title="dammit 0.2.9 documentation" href="index.html" />
+    <link rel="top" title="dammit 0.3 documentation" href="index.html" />
     <link rel="next" title="Databases" href="databases.html" />
     <link rel="prev" title="Tutorial" href="tutorial.html" />