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<!DOCTYPE html>
<html lang="en">
<head>
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<meta name="generator" content="Asciidoctor 2.0.16">
<meta name="author" content="Luke Gessler, Lauren Levine, Amir Zeldes">
<link rel="icon" type="image/x-icon" href="favicon.ico">
<title>Midas Loop</title>
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Open+Sans:300,300italic,400,400italic,600,600italic%7CNoto+Serif:400,400italic,700,700italic%7CDroid+Sans+Mono:400,700">
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<body class="book toc2 toc-left">
<div id="header">
<h1>Midas Loop</h1>
<div class="details">
<span id="author" class="author">Luke Gessler, Lauren Levine, Amir Zeldes</span><br>
</div>
<div id="toc" class="toc2">
<div id="toctitle">Table of Contents</div>
<ul class="sectlevel1">
<li><a href="#_introduction">1. Introduction</a>
<ul class="sectlevel2">
<li><a href="#_key_features">1.1. Key features</a>
<ul class="sectlevel3">
<li><a href="#_conll_u_importexport_support">1.1.1. CoNLL-U Import/Export Support</a></li>
<li><a href="#_conll_u_editing">1.1.2. CoNLL-U Editing</a></li>
<li><a href="#_active_learning_support">1.1.3. Active Learning Support</a></li>
</ul>
</li>
<li><a href="#_limitations">1.2. Limitations</a></li>
<li><a href="#_roadmap">1.3. Roadmap</a></li>
</ul>
</li>
<li><a href="#_operation">2. Operation</a>
<ul class="sectlevel2">
<li><a href="#_server_setup">2.1. Server Setup</a></li>
<li><a href="#_configuration">2.2. Configuration</a></li>
<li><a href="#_authorization">2.3. Authorization</a>
<ul class="sectlevel3">
<li><a href="#_granting">2.3.1. Granting</a></li>
<li><a href="#_listing">2.3.2. Listing</a></li>
<li><a href="#_revoking">2.3.3. Revoking</a></li>
</ul>
</li>
<li><a href="#_importing">2.4. Importing</a></li>
<li><a href="#_exporting">2.5. Exporting</a></li>
<li><a href="#_nlp_services">2.6. NLP Services</a>
<ul class="sectlevel3">
<li><a href="#_inputs">2.6.1. Inputs</a></li>
<li><a href="#_outputs">2.6.2. Outputs</a></li>
<li><a href="#_service_registration">2.6.3. Service Registration</a></li>
<li><a href="#_example">2.6.4. Example</a></li>
</ul>
</li>
<li><a href="#_running">2.7. Running</a></li>
<li><a href="#_clearing_database_files">2.8. Clearing Database Files</a></li>
</ul>
</li>
<li><a href="#_changelog">3. Changelog</a></li>
<li><a href="#_development">4. Development</a>
<ul class="sectlevel2">
<li><a href="#_dev_server">4.1. Dev Server</a></li>
<li><a href="#_testing">4.2. Testing</a></li>
<li><a href="#_production_build">4.3. Production Build</a>
<ul class="sectlevel3">
<li><a href="#_build_the_client">4.3.1. Build the Client</a></li>
<li><a href="#_build_the_server">4.3.2. Build the Server</a></li>
</ul>
</li>
<li><a href="#_building_docs">4.4. Building Docs</a></li>
<li><a href="#_version_bump_checklist">4.5. Version Bump Checklist</a></li>
</ul>
</li>
</ul>
</div>
</div>
<div id="content">
<div class="sect1">
<h2 id="_introduction"><a class="anchor" href="#_introduction"></a><a class="link" href="#_introduction">1. Introduction</a></h2>
<div class="sectionbody">
<div class="paragraph">
<p><strong>Midas Loop</strong> is a web application for taking <a href="https://universaldependencies.org/">Universal Dependencies</a> corpora and improving the quality of their annotations.
For more information on motivation, functionality, and supported workflows, please see <a href="https://gucorpling.github.io/midas-loop/midas_loop.pdf">our paper</a>.</p>
</div>
<div class="sect2">
<h3 id="_key_features"><a class="anchor" href="#_key_features"></a><a class="link" href="#_key_features">1.1. Key features</a></h3>
<div class="sect3">
<h4 id="_conll_u_importexport_support"><a class="anchor" href="#_conll_u_importexport_support"></a><a class="link" href="#_conll_u_importexport_support">1.1.1. CoNLL-U Import/Export Support</a></h4>
<div class="paragraph">
<p>Midas Loop supports import and export of corpora in <a href="https://universaldependencies.org/format.html">the CoNLL-U format</a>.</p>
</div>
</div>
<div class="sect3">
<h4 id="_conll_u_editing"><a class="anchor" href="#_conll_u_editing"></a><a class="link" href="#_conll_u_editing">1.1.2. CoNLL-U Editing</a></h4>
<div class="paragraph">
<p>Editing of <a href="#_limitations">most</a> annotations in the CoNLL-U format is supported.</p>
</div>
</div>
<div class="sect3">
<h4 id="_active_learning_support"><a class="anchor" href="#_active_learning_support"></a><a class="link" href="#_active_learning_support">1.1.3. Active Learning Support</a></h4>
<div class="paragraph">
<p>Midas Loop allows NLP models to report probability distributions on <a href="#_limitations">several</a> annotation types and uses these distributions to provide visual cues for annotators that a certain annotation is suspicious.
The annotator may then decide whether to keep or replace the annotation, and the model used may be trained further on the improved data.
Models are completely decoupled from the core system and communicate with it via HTTP, so any model may be used as long as it obeys <a href="#_nlp_services">the HTTP protocol</a>.</p>
</div>
<div class="paragraph">
<p>These model-provided label distributions are also aggregated at the document level to allow annotators to triage documents based on how uncertain a model was about certain annotation types on average throughout the document.</p>
</div>
</div>
</div>
<div class="sect2">
<h3 id="_limitations"><a class="anchor" href="#_limitations"></a><a class="link" href="#_limitations">1.2. Limitations</a></h3>
<div class="paragraph">
<p>Midas Loop supports the following:</p>
</div>
<div class="ulist">
<ul>
<li>
<p>Sentence break editing</p>
</li>
<li>
<p><code>LEMMA</code> editing</p>
</li>
<li>
<p><code>XPOS</code> editing</p>
</li>
<li>
<p><code>HEAD</code> editing</p>
</li>
<li>
<p><code>DEPREL</code> editing</p>
</li>
<li>
<p>Active Learning support for <code>HEAD</code>, <code>XPOS</code>, and sentence breaks</p>
</li>
</ul>
</div>
<div class="paragraph">
<p>Midas Loop does NOT support the following:</p>
</div>
<div class="ulist">
<ul>
<li>
<p><code>FORM</code>/tokenization editing</p>
</li>
<li>
<p><code>UPOS</code> editing</p>
</li>
<li>
<p><code>FEATS</code> editing</p>
</li>
<li>
<p><code>DEPS</code> editing</p>
</li>
<li>
<p><code>MISC</code> editing</p>
</li>
</ul>
</div>
<div class="paragraph">
<p>(<strong>Caveat</strong>: these are the limitations of the Midas Loop UI, but the Midas Loop core system actually supports editing of all core data types—​see <code>/swagger-ui</code> on a running server for API documentation.
It is possible to build your own UI or extend the Midas Loop UI to provide some of these additional editing features.
Additionally, please open an issue on GitHub if there is a kind of editing you would like to see added to Midas Loop.)</p>
</div>
</div>
<div class="sect2">
<h3 id="_roadmap"><a class="anchor" href="#_roadmap"></a><a class="link" href="#_roadmap">1.3. Roadmap</a></h3>
<div class="paragraph">
<p>The following are priorities for future work:</p>
</div>
<div class="ulist">
<ul>
<li>
<p>More efficient NLP processing</p>
</li>
<li>
<p>Support for full CoNLL-U editing</p>
</li>
<li>
<p>Online retraining of NLP models</p>
</li>
</ul>
</div>
<div class="paragraph">
<p>Please do not hesitate to open an issue on GitHub with feature requests, etc.</p>
</div>
</div>
</div>
</div>
<div class="sect1">
<h2 id="_operation"><a class="anchor" href="#_operation"></a><a class="link" href="#_operation">2. Operation</a></h2>
<div class="sectionbody">
<div class="sect2">
<h3 id="_server_setup"><a class="anchor" href="#_server_setup"></a><a class="link" href="#_server_setup">2.1. Server Setup</a></h3>
<div class="paragraph">
<p>Get an uberjar either by <a href="#_production_build">building it</a> or by <a href="https://github.com/gucorpling/midas-loop/tags">downloading the latest pre-built one</a>.
Note the following top level commands:</p>
</div>
<div class="listingblock">
<div class="content">
<pre class="highlight"><code>COMMANDS:
run, r Start the web app and begin listening for requests.
import, i Read and ingest CoNLL-U files.
export, e Export all documents in the database as CoNLL-U files.
token, t Token-related helpers.</code></pre>
</div>
</div>
<div class="paragraph">
<p>Run one of the top level commands (e.g. <code>java -jar midas-loop.jar import --help</code>) to see more details about each command.</p>
</div>
<div class="admonitionblock important">
<table>
<tr>
<td class="icon">
<div class="title">Important</div>
</td>
<td class="content">
Each command requires that your server not be running.
If you are running your server using the <code>run</code> command, be sure you shut it down before running any of the other commands.
</td>
</tr>
</table>
</div>
</div>
<div class="sect2">
<h3 id="_configuration"><a class="anchor" href="#_configuration"></a><a class="link" href="#_configuration">2.2. Configuration</a></h3>
<div class="paragraph">
<p>By default, the uberjar will use its copy of the config located at <a href="https://github.com/gucorpling/midas-loop/blob/master/env/prod/resources/config.edn"><code>env/prod/resources/config.edn</code></a>.
If you wish to customize this, specify another config using <code>-Dconf=…​</code>:</p>
</div>
<div class="paragraph">
<p><code>java -Dconf="/path/to/my/config.edn" -jar midas-loop.jar …​</code></p>
</div>
<div class="paragraph">
<p>Config keys:</p>
</div>
<table class="tableblock frame-all grid-all stretch">
<colgroup>
<col style="width: 50%;">
<col style="width: 50%;">
</colgroup>
<tbody>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock"><code>:midas-loop.server.xtdb/config</code></p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Should be a map with two subkeys: <code>:main-db-dir</code> (required) has a string specifying the main database’s path on the filesystem relative to the CWD; <code>:http-server-port</code>, if present, should be a number specifying the port on which to serve XTDB’s internal HTTP interface.</p></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock"><code>:midas-loop.server.tokens/config</code></p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Map with a single key, <code>:token-db-dir</code>, (required) which specifies the location on the filepath of the authorization token database.</p></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock"><code>:dev</code></p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Either <code>true</code> or <code>false</code>. If <code>true</code>, do not require any authorization. This should always be <code>false</code> in production.</p></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock"><code>:nlp-services</code></p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">A vector of three-key maps. Each map should have a <code>:type</code> (currently always <code>:http</code>), a <code>:anno-type</code> (must be <code>:sentence</code>, <code>:xpos</code>, <code>:upos</code>, or <code>:head</code>), and a url (must be pointed at running <a href="#_nlp_services">NLP Services</a>)</p></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock"><code>:nlp-retry-wait-period-ms</code></p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Time, in milliseconds, to wait after a failure before attempting to contact an HTTP NLP service again. Defaults to <code>10000</code> (10 seconds).</p></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock"><code>:port</code></p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Port used for the main web server.</p></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock"><code>:cors-patterns</code></p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">A set of CORS patterns (regular expressions) for adding additional allowed origins, e.g. <code>#{"*.georgetown.edu"}</code>.
Localhost and the main origin are always allowed regardless of this item’s value.</p></td>
</tr>
</tbody>
</table>
</div>
<div class="sect2">
<h3 id="_authorization"><a class="anchor" href="#_authorization"></a><a class="link" href="#_authorization">2.3. Authorization</a></h3>
<div class="admonitionblock warning">
<table>
<tr>
<td class="icon">
<div class="title">Warning</div>
</td>
<td class="content">
Midas Loop’s authorization scheme is primitive and vulnerable to attack, and is therefore only useful for preventing low-effort unauthorized access.
You SHOULD NOT store sensitive data in a Midas Loop system.
</td>
</tr>
</table>
</div>
<div class="sect3">
<h4 id="_granting"><a class="anchor" href="#_granting"></a><a class="link" href="#_granting">2.3.1. Granting</a></h4>
<div class="paragraph">
<p>Token-based authorization is used.
Each user should have a token made for them, like so:</p>
</div>
<div class="listingblock">
<div class="content">
<pre class="highlight"><code>java -jar midas-loop.jar token add --name "Sam Doe" --email "[email protected]" --quality "gold"</code></pre>
</div>
</div>
<div class="paragraph">
<p>Give your user their token and instruct them to keep it secret.</p>
</div>
<div class="paragraph">
<p>If you are using a non-standard configuration using <code>java -Dconf=…​</code>, <strong>be sure to include it</strong> during import.</p>
</div>
</div>
<div class="sect3">
<h4 id="_listing"><a class="anchor" href="#_listing"></a><a class="link" href="#_listing">2.3.2. Listing</a></h4>
<div class="paragraph">
<p>You can see all valid tokens with <code>java -jar midas-loop.jar token list</code>.</p>
</div>
<div class="paragraph">
<p>If you are using a non-standard configuration using <code>java -Dconf=…​</code>, <strong>be sure to include it</strong> during import.</p>
</div>
</div>
<div class="sect3">
<h4 id="_revoking"><a class="anchor" href="#_revoking"></a><a class="link" href="#_revoking">2.3.3. Revoking</a></h4>
<div class="paragraph">
<p>You can revoke a token like so:</p>
</div>
<div class="listingblock">
<div class="content">
<pre class="highlight"><code>java -jar midas-loop.jar token revoke --secret "gold;secret=84EO60tU6lhcBhplbuEEGElECuh1yZod8fTCn6DqkQA"</code></pre>
</div>
</div>
<div class="paragraph">
<p>If you are using a non-standard configuration using <code>java -Dconf=…​</code>, <strong>be sure to include it</strong> during import.</p>
</div>
</div>
</div>
<div class="sect2">
<h3 id="_importing"><a class="anchor" href="#_importing"></a><a class="link" href="#_importing">2.4. Importing</a></h3>
<div class="paragraph">
<p>Use the <code>import</code> subcommand and supply it with a directory path.
The directory will be recursively searched for files ending in <code>.conllu</code> and each will be loaded into the database.
Example invocation:</p>
</div>
<div class="paragraph">
<p><code>java -jar midas-loop.jar import dir/with/conllu-files/</code></p>
</div>
<div class="paragraph">
<p>If you are using a non-standard configuration using <code>java -Dconf=…​</code>, <strong>be sure to include it</strong> during import.</p>
</div>
</div>
<div class="sect2">
<h3 id="_exporting"><a class="anchor" href="#_exporting"></a><a class="link" href="#_exporting">2.5. Exporting</a></h3>
<div class="paragraph">
<p>Use the <code>export</code> subcommand and provide it with a directory path.
A separate <code>.conllu</code> file for each document will be created directly under that directory.
Example invocation:</p>
</div>
<div class="paragraph">
<p><code>java -jar midas-loop.jar export output/dir/</code></p>
</div>
<div class="paragraph">
<p>If you are using a non-standard configuration using <code>java -Dconf=…​</code>, <strong>be sure to include it</strong> during import.</p>
</div>
</div>
<div class="sect2">
<h3 id="_nlp_services"><a class="anchor" href="#_nlp_services"></a><a class="link" href="#_nlp_services">2.6. NLP Services</a></h3>
<div class="paragraph">
<p>Midas Loop is able to contact <em>NLP services</em> via HTTP in order to get machine learning model outputs for certain kinds of annotations.
NLP services work by waiting to be contacted by the Midas Loop server, which will contact the service when it needs fresh label distributions for a given annotation type.</p>
</div>
<div class="paragraph">
<p>Specifically, Midas Loop is able to accommodate outputs for sentence splits (i.e., token-level classification of whether a particular token is the beginning of a new sentence) as well as UPOS, XPOS, and HEAD annotations.
For each of these annotation types, it is expected that a service will be able to take a sentence as input and provide a list of <em>probability distribution</em> over labels, one distribution per token.</p>
</div>
<div class="sect3">
<h4 id="_inputs"><a class="anchor" href="#_inputs"></a><a class="link" href="#_inputs">2.6.1. Inputs</a></h4>
<div class="paragraph">
<p>The service should be listening for POST requests at <code>/</code>, and can expect that the JSON payload will include the keys <code>conllu</code> and <code>json</code>: the <code>conllu</code> key will have the stringified CoNLL-U representation of the sentence, and the <code>json</code> key will have Midas Loop’s verbose internal representation of the sentence.</p>
</div>
</div>
<div class="sect3">
<h4 id="_outputs"><a class="anchor" href="#_outputs"></a><a class="link" href="#_outputs">2.6.2. Outputs</a></h4>
<div class="paragraph">
<p>The service should respond with a JSON in the response body with a single key, <code>probabilities</code>.
The value associated with this key should be a list of objects (= Python dicts) where each object holds key-value pairs expressing labels' probabilities as predicted by the model for the corresponding token at that position.
Values should sum to 1.</p>
</div>
<div class="paragraph">
<p>For any input sentence, the number of output label distributions must <strong>exactly</strong> match the expected numbers.
For UPOS, XPOS, and HEAD, this is the number of normal tokens or ellipsis tokens, and for sentence splits, this is the number of normal tokens.
Model outputs will be rejected if the expected number of label distributions is not met.</p>
</div>
<div class="sect4">
<h5 id="_label_value_requirements"><a class="anchor" href="#_label_value_requirements"></a><a class="link" href="#_label_value_requirements">Label Value Requirements</a></h5>
<div class="paragraph">
<p>For UPOS and XPOS, any label is acceptable, but HEAD and sentence splits require careful attention to labels:</p>
</div>
<div class="ulist">
<ul>
<li>
<p>For HEAD, labels <strong>must</strong> be the internal IDs for tokens provided in the <code>json</code> input representation, i.e. UUIDs such as <code>013769d9-dc90-4278-9bc2-5d6a9f96d0fc</code> instead of CoNLL-U IDs like <code>3</code> or <code>11.2</code>.
The only exception is the string value <code>"root"</code>, used to indicate the root of the sentence.</p>
</li>
<li>
<p>For sentence splits, labels <strong>must</strong> be either <code>"B"</code> or <code>"O"</code>, where <code>"B"</code> indicates the beginning of a new sentence.</p>
</li>
</ul>
</div>
<div class="admonitionblock warning">
<table>
<tr>
<td class="icon">
<div class="title">Warning</div>
</td>
<td class="content">
Be sure that you are using the ID for the <strong>token</strong> entity in the JSON, and not the <strong>head</strong> entity in the JSON, when providing your outputs.
</td>
</tr>
</table>
</div>
</div>
</div>
<div class="sect3">
<h4 id="_service_registration"><a class="anchor" href="#_service_registration"></a><a class="link" href="#_service_registration">2.6.3. Service Registration</a></h4>
<div class="paragraph">
<p>NLP services will not be contacted unless Midas Loop is told about them. See <code>:nlp-services</code> in <a href="#_configuration">Configuration</a>.</p>
</div>
</div>
<div class="sect3">
<h4 id="_example"><a class="anchor" href="#_example"></a><a class="link" href="#_example">2.6.4. Example</a></h4>
<div class="paragraph">
<p>Consider a sample XPOS tagging service at <a href="https://github.com/gucorpling/midas-loop/blob/master/services/sample_xpos.py"><code>services/sample_xpos.py</code></a>.
This is a barebones HTTP service implemented using Flask which loads a pretrained English part of speech tagger from spaCy and uses it to respond to requests.
It listens for a POST request, and when it receives it, uses the model to parse the CoNLL-U string and recover the probabilities from the model’s outputs.
Note that the model is initialized globally so that it may reside in memory in between requests.</p>
</div>
</div>
</div>
<div class="sect2">
<h3 id="_running"><a class="anchor" href="#_running"></a><a class="link" href="#_running">2.7. Running</a></h3>
<div class="paragraph">
<p>Simply <code>java -Dconf=…​ -jar midas-loop.jar run</code> once you are satisfied with your configuration.
Be sure that any required NLP services are running as well.
To stop the server, interrupt it with <code>CTRL+C</code>.
Avoid killing the process, as this may corrupt the database.</p>
</div>
</div>
<div class="sect2">
<h3 id="_clearing_database_files"><a class="anchor" href="#_clearing_database_files"></a><a class="link" href="#_clearing_database_files">2.8. Clearing Database Files</a></h3>
<div class="paragraph">
<p>All data is stored on-disk: authorization information is by default stored at <code>xtdb_token_data</code>, and all other information is stored at <code>xtdb_data</code>.
If you wish to clear either database, you may simply delete the relevant folder—​just make sure that the system is <strong>not running</strong> before you do so, and next time the system starts, the folder will be regenerated.</p>
</div>
</div>
</div>
</div>
<div class="sect1">
<h2 id="_changelog"><a class="anchor" href="#_changelog"></a><a class="link" href="#_changelog">3. Changelog</a></h2>
<div class="sectionbody">
<h3 id="_0_0_1" class="discrete">0.0.1</h3>
<div class="paragraph">
<p><em>Initial Release</em></p>
</div>
</div>
</div>
<div class="sect1">
<h2 id="_development"><a class="anchor" href="#_development"></a><a class="link" href="#_development">4. Development</a></h2>
<div class="sectionbody">
<div class="paragraph">
<p><a href="https://leiningen.org/">Leiningen</a> is used to build code.</p>
</div>
<div class="sect2">
<h3 id="_dev_server"><a class="anchor" href="#_dev_server"></a><a class="link" href="#_dev_server">4.1. Dev Server</a></h3>
<div class="paragraph">
<p>Run <code>lein repl</code> in order to get a dev REPL, then execute <code>(start)</code> in the prompt.
<code>(stop)</code> and <code>(restart)</code> are also available in the REPL.
This will use the config at <code>env/dev/resources/config.edn</code>.</p>
</div>
</div>
<div class="sect2">
<h3 id="_testing"><a class="anchor" href="#_testing"></a><a class="link" href="#_testing">4.2. Testing</a></h3>
<div class="paragraph">
<p>Run <code>lein test</code>.
This will use the config at <code>env/test/resources/config.edn</code>.</p>
</div>
</div>
<div class="sect2">
<h3 id="_production_build"><a class="anchor" href="#_production_build"></a><a class="link" href="#_production_build">4.3. Production Build</a></h3>
<div class="sect3">
<h4 id="_build_the_client"><a class="anchor" href="#_build_the_client"></a><a class="link" href="#_build_the_client">4.3.1. Build the Client</a></h4>
<div class="olist arabic">
<ol class="arabic">
<li>
<p>Clone <a href="https://github.com/gucorpling/midas-loop-ui">midas-loop-ui</a>.</p>
</li>
<li>
<p>Examine and modify the contents of <code>webpack.prod.js</code>, specifically the <a href="https://github.com/gucorpling/midas-loop-ui/blob/2bfe96b3cc640585bf017fd02eaccdea22ab500b/webpack.prod.js#L80L87">definitions</a>.
You must at least provide a new value for <code>API_ENDPOINT</code>, which should match the URL at which your Midas Loop backend system will be reachable.
For example, if you have a machine reachable at <code><a href="http://my.university.edu" class="bare">my.university.edu</a></code>, and the Midas Loop backend system is exposed on port <code>3000</code>, your <code>API_ENDPOINT</code> should be set to <code><a href="http://my.university.edu:3000/api" class="bare">my.university.edu:3000/api</a></code>.
You may also wish to customize <code>XPOS_LABELS</code> and <code>DEPREL_LABELS</code>.</p>
</li>
<li>
<p>Install dependencies: <code>yarn</code></p>
</li>
<li>
<p>Compile assets for production deployment: <code>yarn build</code></p>
</li>
<li>
<p>Ensure that assets were successfully compiled at <code>dist/</code></p>
</li>
</ol>
</div>
</div>
<div class="sect3">
<h4 id="_build_the_server"><a class="anchor" href="#_build_the_server"></a><a class="link" href="#_build_the_server">4.3.2. Build the Server</a></h4>
<div class="olist arabic">
<ol class="arabic">
<li>
<p>Clone <a href="https://github.com/gucorpling/midas-loop">midas-loop</a>.</p>
</li>
<li>
<p>Move the <em>contents</em> of the <code>dist/</code> folder you just created into <code>resources/public/</code>.
The <code>.js</code> files, etc. should be directly in the <code>resources/public/</code> folder, not in <code>resources/public/dist/</code>.</p>
</li>
<li>
<p>Compile an <em>uberjar</em> with <code>lein uberjar</code>.
This will produce a standalone JAR ready for distribution and execution via <code>java -jar</code>.
Unless overridden, this will use the config at <code>env/prod/resources/config.edn</code>.</p>
</li>
<li>
<p>Verify that the uberjar was produced successfully by running <code>java -jar target/uberjar/midas-loop.jar</code>.
This <code>.jar</code> is the only artefact you will need to deploy.</p>
</li>
</ol>
</div>
</div>
</div>
<div class="sect2">
<h3 id="_building_docs"><a class="anchor" href="#_building_docs"></a><a class="link" href="#_building_docs">4.4. Building Docs</a></h3>
<div class="paragraph">
<p>Install <a href="https://docs.asciidoctor.org/asciidoctor/latest/install/">Asciidoctor</a>, then:</p>
</div>
<div class="listingblock">
<div class="content">
<pre class="highlight"><code>asciidoctor-pdf -o target/book.pdf -b pdf -r asciidoctor-diagram docs/book.adoc
asciidoctor -o target/book.html -b html -r asciidoctor-diagram docs/book.adoc</code></pre>
</div>
</div>
</div>
<div class="sect2">
<h3 id="_version_bump_checklist"><a class="anchor" href="#_version_bump_checklist"></a><a class="link" href="#_version_bump_checklist">4.5. Version Bump Checklist</a></h3>
<div class="paragraph">
<p>Always do the following:</p>
</div>
<div class="ulist">
<ul>
<li>
<p>Change version number in <a href="https://github.com/gucorpling/midas-loop/blob/master/project.clj#L1">project.clj</a>.</p>
</li>
<li>
<p>Change version number in <a href="https://github.com/gucorpling/midas-loop/blob/master/src/midas_loop/core.clj#L100">core.clj</a>.</p>
</li>
<li>
<p>Change version number in <a href="https://github.com/gucorpling/midas-loop-ui/blob/master/package.json#L3">package.json</a>.</p>
</li>
<li>
<p>Change links in <a href="https://github.com/gucorpling/midas-loop/blob/master/scripts/midas-loop.sh">midas-loop.sh</a>.</p>
</li>
<li>
<p>Ensure that <a href="#_changelog">Changelog</a> and <a href="#_introduction">Introduction</a> are up to date.</p>
</li>
<li>
<p>Compile and push the latest docs.</p>
</li>
<li>