From 8efb6b3d0ef33380d43f6f1a190ca899d735e55d Mon Sep 17 00:00:00 2001
From: scarmuega <scarmuega@users.noreply.github.com>
Date: Mon, 18 Mar 2024 16:51:40 +0000
Subject: [PATCH] deploy: 97e4cbf43faf2547e9b61d9f926cbc231003cfdf

---
 404.html                 |   2 +-
 index.html               |   2 +-
 introduction.html        |   2 +-
 print.html               | 216 +++++++++++++++++++++++-
 reducers/golang.html     | 350 +++++++++++++++++++++++++++++++++++++++
 reducers/index.html      |   2 +-
 reducers/python.html     | 312 ++++++++++++++++++++++++++++++++++
 reducers/rust.html       |   8 +-
 reducers/typescript.html |   2 +-
 searchindex.js           |   2 +-
 searchindex.json         |   2 +-
 11 files changed, 891 insertions(+), 9 deletions(-)
 create mode 100644 reducers/golang.html
 create mode 100644 reducers/python.html

diff --git a/404.html b/404.html
index 895e341..67573a1 100644
--- a/404.html
+++ b/404.html
@@ -89,7 +89,7 @@
 
         <nav id="sidebar" class="sidebar" aria-label="Table of contents">
             <div class="sidebar-scrollbox">
-                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li></ol></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li><li class="chapter-item expanded "><a href="reducers/golang.html"><strong aria-hidden="true">2.3.</strong> Golang</a></li><li class="chapter-item expanded "><a href="reducers/python.html"><strong aria-hidden="true">2.4.</strong> Python</a></li></ol></li></ol>
             </div>
             <div id="sidebar-resize-handle" class="sidebar-resize-handle">
                 <div class="sidebar-resize-indicator"></div>
diff --git a/index.html b/index.html
index 33ffb33..7665881 100644
--- a/index.html
+++ b/index.html
@@ -88,7 +88,7 @@
 
         <nav id="sidebar" class="sidebar" aria-label="Table of contents">
             <div class="sidebar-scrollbox">
-                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction.html" class="active"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li></ol></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction.html" class="active"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li><li class="chapter-item expanded "><a href="reducers/golang.html"><strong aria-hidden="true">2.3.</strong> Golang</a></li><li class="chapter-item expanded "><a href="reducers/python.html"><strong aria-hidden="true">2.4.</strong> Python</a></li></ol></li></ol>
             </div>
             <div id="sidebar-resize-handle" class="sidebar-resize-handle">
                 <div class="sidebar-resize-indicator"></div>
diff --git a/introduction.html b/introduction.html
index 33ffb33..7665881 100644
--- a/introduction.html
+++ b/introduction.html
@@ -88,7 +88,7 @@
 
         <nav id="sidebar" class="sidebar" aria-label="Table of contents">
             <div class="sidebar-scrollbox">
-                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction.html" class="active"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li></ol></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction.html" class="active"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li><li class="chapter-item expanded "><a href="reducers/golang.html"><strong aria-hidden="true">2.3.</strong> Golang</a></li><li class="chapter-item expanded "><a href="reducers/python.html"><strong aria-hidden="true">2.4.</strong> Python</a></li></ol></li></ol>
             </div>
             <div id="sidebar-resize-handle" class="sidebar-resize-handle">
                 <div class="sidebar-resize-indicator"></div>
diff --git a/print.html b/print.html
index 482b167..0803b0f 100644
--- a/print.html
+++ b/print.html
@@ -89,7 +89,7 @@
 
         <nav id="sidebar" class="sidebar" aria-label="Table of contents">
             <div class="sidebar-scrollbox">
-                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li></ol></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li><li class="chapter-item expanded "><a href="reducers/golang.html"><strong aria-hidden="true">2.3.</strong> Golang</a></li><li class="chapter-item expanded "><a href="reducers/python.html"><strong aria-hidden="true">2.4.</strong> Python</a></li></ol></li></ol>
             </div>
             <div id="sidebar-resize-handle" class="sidebar-resize-handle">
                 <div class="sidebar-resize-indicator"></div>
@@ -225,6 +225,220 @@ <h3 id="section-reducer-1"><a class="header" href="#section-reducer-1">Section:
 <h2 id="run-code-1"><a class="header" href="#run-code-1">Run code</a></h2>
 <p>To run a custom WASM reducer, it will be necessary to trigger scrolls enabling the  <code>wasm</code> feature</p>
 <pre><code class="language-sh">cargo run --features=wasm -- daemon --config ./examples/wasm/daemon.toml
+</code></pre>
+<div style="break-before: page; page-break-before: always;"></div><h1 id="building-a-golang-reducer"><a class="header" href="#building-a-golang-reducer">Building a Golang Reducer</a></h1>
+<p>This guide explains how to use Golang to build a custom reducer for Scrolls.</p>
+<h2 id="how-it-works"><a class="header" href="#how-it-works">How it works</a></h2>
+<p>To build our custom reducer we'll leverage an <a href="https://github.com/txpipe/oura">Oura</a> pipeline that sync data from a Cardano node, filters the data through a Wasm plugin and finally persists the records in an Sqlite db.</p>
+<h2 id="requirements"><a class="header" href="#requirements">Requirements</a></h2>
+<ul>
+<li>Scrolls SDK</li>
+<li><a href="https://tinygo.org/getting-started/install/">tinygo</a></li>
+<li>sqlite</li>
+<li>make</li>
+<li><a href="https://github.com/txpipe/oura">Oura</a></li>
+</ul>
+<h2 id="procedure"><a class="header" href="#procedure">Procedure</a></h2>
+<h3 id="1-create-the-project-scaffold"><a class="header" href="#1-create-the-project-scaffold">1. Create the project scaffold</a></h3>
+<p>There's some boilerplate code required to setup our reducer. The <em>Scrolls SDK</em> cli provides a command to automatically generate the basic file structure that can be later customized to specific needs.</p>
+<p>Run the following command in your shell to scaffold a new Golang reducer.</p>
+<pre><code class="language-sh">scrolls-sdk scrolls-sdk scaffold --template reducer-oura-golang {NAME}
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{NAME}</code> is the name of your reducer</li>
+</ul>
+<h3 id="2-customize-your-db-schema"><a class="header" href="#2-customize-your-db-schema">2. Customize your DB schema</a></h3>
+<p>Your custom reducer will require a custom DB schema that reflects your particular requirements. In this scenario we're using Sqlite as our relational data persistence mechanism.</p>
+<p>Edit the <code>init.sql</code> file inside your reducer code to define your schema using SQL:</p>
+<pre><code class="language-sql">CREATE TABLE my_reducer (
+    slot INTEGER NOT NULL,
+    {{custom fields}}
+);
+
+CREATE INDEX idx_my_reducer_slot ON my_reducer(slot);
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{{custom fields}}</code> is the definition of the custom fields required by your reducer</li>
+</ul>
+<h3 id="3-edit-your-golang-reducer-logic"><a class="header" href="#3-edit-your-golang-reducer-logic">3. Edit your Golang reducer logic</a></h3>
+<p>The core of your reducer is the business logic you use to map blocks &amp; transactions from the chain into relevant data for your use case. In this scenario we're using Golang code that compiles to WASM.</p>
+<p>Edit the <code>main.go</code> file inside your reducer code define your business logic:</p>
+<pre><code class="language-go">package main
+
+import (
+	"github.com/extism/go-pdk"
+)
+
+//export map_u5c_tx
+func map_u5c_tx() int32 {
+	// unmarshal the U5C Tx data provided by the host
+	var param map[string]interface{}
+	err := pdk.InputJSON(&amp;param)
+
+	if err != nil {
+		pdk.SetError(err)
+		return 1
+	}
+
+  // you can log info to see it in the debug output of
+  // the pipeline:
+	//pdk.Log(pdk.LogInfo, fmt.Sprintf("%v", param))
+
+	// Here is where you get to do something interesting
+  // with the data. In this example, we just extract the
+  // fee data from the Tx:
+	// fee := param["fee"].(interface{})
+
+	// As default, we just resend the exact same payload
+	output := param
+
+	// Use this method to return the mapped value back to
+  // the Oura pipeline.
+	err = pdk.OutputJSON(output)
+
+	if err != nil {
+		pdk.SetError(err)
+		return 1
+	}
+
+	// return 0 for a successful operation and 1 for
+  // failure.
+	return 0
+}
+
+// you need to keep the main entry point even if we
+// don't use it
+func main() {}
+</code></pre>
+<h3 id="4-edit-the-oura-config-file"><a class="header" href="#4-edit-the-oura-config-file">4. Edit the <em>Oura</em> config file</a></h3>
+<p>The Cardano node, the WASM plugin and the Sqlite DB is connected together via an <em>Oura</em> pipeline. This pipeline will ensure that data goes through each the required steps (stages) in performant and resilient way.</p>
+<p>Edit the <code>oura.toml</code> in your custom reducer folder to configure your pipeline:</p>
+<pre><code class="language-toml">[source]
+type = "N2N"
+peers = ["relays-new.cardano-mainnet.iohk.io:3001"]
+
+[[filters]]
+type = "SplitBlock"
+
+[[filters]]
+type = "ParseCbor"
+
+[[filters]]
+type = "WasmPlugin"
+path = "plugin.wasm"
+
+[sink]
+type = "SqlDb"
+connection = "sqilte:./scrolls.db"
+apply_template = "INSERT INTO {{reducer}} (slot, {{custom fields}}) VALUES ('\{{point.slot}}', '{{custom values}}');"
+undo_template = "DELETE FROM {{reducer}} WHERE slot = \{{point.slot}}"
+reset_template = "DELETE FROM {{reducer}} WHERE slot &gt; \{{point.slot}}"
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{{custom fields}}</code> is the list of custom fields in your schema</li>
+<li><code>{{custom values}}</code> is the expressions to access the custom values in the object returned by your custom logic</li>
+</ul>
+<ol start="5">
+<li>Run your pipeline</li>
+</ol>
+<p>Now that everything has been configured, you can start your indexing pipeline. This requires that you compile your Golang code into wasm and that the sqlite db is created with the corresponding schema. With all requirements in place, the Oura process can be started.</p>
+<p>The <code>Makefile</code> provided in your custom reducer files provides a shortcut to trigger the pipeline making sure that all requirements are in place.</p>
+<p>Run the following command:</p>
+<pre><code class="language-sh">make run
+</code></pre>
+<div style="break-before: page; page-break-before: always;"></div><h1 id="building-a-python-reducer"><a class="header" href="#building-a-python-reducer">Building a Python Reducer</a></h1>
+<p>This guide explains how to use Python to build a custom reducer for Scrolls.</p>
+<h2 id="how-it-works-1"><a class="header" href="#how-it-works-1">How it works</a></h2>
+<p>To build our custom reducer we'll leverage an <a href="https://github.com/txpipe/oura">Oura</a> pipeline that sync data from a Cardano node, filters the data through a Rust-based Python interpreter plugin and finally persists the records in an Sqlite db.</p>
+<h2 id="requirements-1"><a class="header" href="#requirements-1">Requirements</a></h2>
+<ul>
+<li>Scrolls SDK</li>
+<li><a href="https://github.com/RustPython/RustPython">RustPython</a></li>
+<li>sqlite</li>
+<li>make</li>
+<li><a href="https://github.com/txpipe/oura">Oura</a></li>
+</ul>
+<h2 id="procedure-1"><a class="header" href="#procedure-1">Procedure</a></h2>
+<h3 id="1-create-the-project-scaffold-1"><a class="header" href="#1-create-the-project-scaffold-1">1. Create the project scaffold</a></h3>
+<p>There's some boilerplate code required to setup our reducer. The <em>Scrolls SDK</em> cli provides a command to automatically generate the basic file structure that can be later customized to specific needs.</p>
+<p>Run the following command in your shell to scaffold a new Python reducer.</p>
+<pre><code class="language-sh">scrolls-sdk scrolls-sdk scaffold --template reducer-oura-python {NAME}
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{NAME}</code> is the name of your reducer</li>
+</ul>
+<h3 id="2-customize-your-db-schema-1"><a class="header" href="#2-customize-your-db-schema-1">2. Customize your DB schema</a></h3>
+<p>Your custom reducer will require a custom DB schema that reflects your particular requirements. In this scenario we're using Sqlite as our relational data persistence mechanism.</p>
+<p>Edit the <code>init.sql</code> file inside your reducer code to define your schema using SQL:</p>
+<pre><code class="language-sql">CREATE TABLE my_reducer (
+    slot INTEGER NOT NULL,
+    {{custom fields}}
+);
+
+CREATE INDEX idx_my_reducer_slot ON my_reducer(slot);
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{{custom fields}}</code> is the definition of the custom fields required by your reducer</li>
+</ul>
+<h3 id="3-edit-your-python-reducer-logic"><a class="header" href="#3-edit-your-python-reducer-logic">3. Edit your Python reducer logic</a></h3>
+<p>The core of your reducer is the business logic you use to map blocks &amp; transactions from the chain into relevant data for your use case. In this scenario we're using Python code that will be interpreted using <em>RustPython</em>.</p>
+<p>Edit the <code>main.py</code> file inside your reducer code define your business logic:</p>
+<pre><code class="language-python">def map_u5c_tx(tx):
+	# the Tx param holds the data of the tx to map
+	
+  
+	# Here is where you get to do something interesting
+  # with the data. In this example, we just extract the
+  # fee data from the Tx:
+	# fee = tx["fee"]
+
+	# As default, we just resend the exact same payload
+	output := param
+
+	# Return a new Dict that holds the data that will
+  # continue down through the Oura pipeline
+	return output
+}
+</code></pre>
+<h3 id="4-edit-the-oura-config-file-1"><a class="header" href="#4-edit-the-oura-config-file-1">4. Edit the <em>Oura</em> config file</a></h3>
+<p>The Cardano node, the WASM plugin and the Sqlite DB is connected together via an <em>Oura</em> pipeline. This pipeline will ensure that data goes through each the required steps (stages) in performant and resilient way.</p>
+<p>Edit the <code>oura.toml</code> in your custom reducer folder to configure your pipeline:</p>
+<pre><code class="language-toml">[source]
+type = "N2N"
+peers = ["relays-new.cardano-mainnet.iohk.io:3001"]
+
+[[filters]]
+type = "SplitBlock"
+
+[[filters]]
+type = "ParseCbor"
+
+[[filters]]
+type = "PythonPlugin"
+path = "main.py"
+
+[sink]
+type = "SqlDb"
+connection = "sqilte:./scrolls.db"
+apply_template = "INSERT INTO {{reducer}} (slot, {{custom fields}}) VALUES ('\{{point.slot}}', '{{custom values}}');"
+undo_template = "DELETE FROM {{reducer}} WHERE slot = \{{point.slot}}"
+reset_template = "DELETE FROM {{reducer}} WHERE slot &gt; \{{point.slot}}"
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{{custom fields}}</code> is the list of custom fields in your schema</li>
+<li><code>{{custom values}}</code> is the expressions to access the custom values in the object returned by your custom logic</li>
+</ul>
+<h3 id="5-run-your-pipeline"><a class="header" href="#5-run-your-pipeline">5. Run your pipeline</a></h3>
+<p>Now that everything has been configured, you can start your indexing pipeline. This requires that that the sqlite db is created with the corresponding schema. With all requirements in place, the Oura process can be started.</p>
+<p>The <code>Makefile</code> provided in your custom reducer files provides a shortcut to trigger the pipeline making sure that all requirements are in place.</p>
+<p>Run the following command:</p>
+<pre><code class="language-sh">make run
 </code></pre>
 
                     </main>
diff --git a/reducers/golang.html b/reducers/golang.html
new file mode 100644
index 0000000..b6abbae
--- /dev/null
+++ b/reducers/golang.html
@@ -0,0 +1,350 @@
+<!DOCTYPE HTML>
+<html lang="en" class="light" dir="ltr">
+    <head>
+        <!-- Book generated using mdBook -->
+        <meta charset="UTF-8">
+        <title>Golang - Scrolls</title>
+
+
+        <!-- Custom HTML head -->
+        
+        <meta name="description" content="">
+        <meta name="viewport" content="width=device-width, initial-scale=1">
+        <meta name="theme-color" content="#ffffff">
+
+        <link rel="icon" href="../favicon.svg">
+        <link rel="shortcut icon" href="../favicon.png">
+        <link rel="stylesheet" href="../css/variables.css">
+        <link rel="stylesheet" href="../css/general.css">
+        <link rel="stylesheet" href="../css/chrome.css">
+        <link rel="stylesheet" href="../css/print.css" media="print">
+
+        <!-- Fonts -->
+        <link rel="stylesheet" href="../FontAwesome/css/font-awesome.css">
+        <link rel="stylesheet" href="../fonts/fonts.css">
+
+        <!-- Highlight.js Stylesheets -->
+        <link rel="stylesheet" href="../highlight.css">
+        <link rel="stylesheet" href="../tomorrow-night.css">
+        <link rel="stylesheet" href="../ayu-highlight.css">
+
+        <!-- Custom theme stylesheets -->
+
+    </head>
+    <body class="sidebar-visible no-js">
+    <div id="body-container">
+        <!-- Provide site root to javascript -->
+        <script>
+            var path_to_root = "../";
+            var default_theme = window.matchMedia("(prefers-color-scheme: dark)").matches ? "navy" : "light";
+        </script>
+
+        <!-- Work around some values being stored in localStorage wrapped in quotes -->
+        <script>
+            try {
+                var theme = localStorage.getItem('mdbook-theme');
+                var sidebar = localStorage.getItem('mdbook-sidebar');
+
+                if (theme.startsWith('"') && theme.endsWith('"')) {
+                    localStorage.setItem('mdbook-theme', theme.slice(1, theme.length - 1));
+                }
+
+                if (sidebar.startsWith('"') && sidebar.endsWith('"')) {
+                    localStorage.setItem('mdbook-sidebar', sidebar.slice(1, sidebar.length - 1));
+                }
+            } catch (e) { }
+        </script>
+
+        <!-- Set the theme before any content is loaded, prevents flash -->
+        <script>
+            var theme;
+            try { theme = localStorage.getItem('mdbook-theme'); } catch(e) { }
+            if (theme === null || theme === undefined) { theme = default_theme; }
+            var html = document.querySelector('html');
+            html.classList.remove('light')
+            html.classList.add(theme);
+            var body = document.querySelector('body');
+            body.classList.remove('no-js')
+            body.classList.add('js');
+        </script>
+
+        <input type="checkbox" id="sidebar-toggle-anchor" class="hidden">
+
+        <!-- Hide / unhide sidebar before it is displayed -->
+        <script>
+            var body = document.querySelector('body');
+            var sidebar = null;
+            var sidebar_toggle = document.getElementById("sidebar-toggle-anchor");
+            if (document.body.clientWidth >= 1080) {
+                try { sidebar = localStorage.getItem('mdbook-sidebar'); } catch(e) { }
+                sidebar = sidebar || 'visible';
+            } else {
+                sidebar = 'hidden';
+            }
+            sidebar_toggle.checked = sidebar === 'visible';
+            body.classList.remove('sidebar-visible');
+            body.classList.add("sidebar-" + sidebar);
+        </script>
+
+        <nav id="sidebar" class="sidebar" aria-label="Table of contents">
+            <div class="sidebar-scrollbox">
+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="../reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="../reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li><li class="chapter-item expanded "><a href="../reducers/golang.html" class="active"><strong aria-hidden="true">2.3.</strong> Golang</a></li><li class="chapter-item expanded "><a href="../reducers/python.html"><strong aria-hidden="true">2.4.</strong> Python</a></li></ol></li></ol>
+            </div>
+            <div id="sidebar-resize-handle" class="sidebar-resize-handle">
+                <div class="sidebar-resize-indicator"></div>
+            </div>
+        </nav>
+
+        <!-- Track and set sidebar scroll position -->
+        <script>
+            var sidebarScrollbox = document.querySelector('#sidebar .sidebar-scrollbox');
+            sidebarScrollbox.addEventListener('click', function(e) {
+                if (e.target.tagName === 'A') {
+                    sessionStorage.setItem('sidebar-scroll', sidebarScrollbox.scrollTop);
+                }
+            }, { passive: true });
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+                // scroll sidebar to current active section when navigating via "next/previous chapter" buttons
+                var activeSection = document.querySelector('#sidebar .active');
+                if (activeSection) {
+                    activeSection.scrollIntoView({ block: 'center' });
+                }
+            }
+        </script>
+
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+
+            <div class="page">
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+                        link.setAttribute('tabIndex', sidebar === 'visible' ? 0 : -1);
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+
+                <div id="content" class="content">
+                    <main>
+                        <h1 id="building-a-golang-reducer"><a class="header" href="#building-a-golang-reducer">Building a Golang Reducer</a></h1>
+<p>This guide explains how to use Golang to build a custom reducer for Scrolls.</p>
+<h2 id="how-it-works"><a class="header" href="#how-it-works">How it works</a></h2>
+<p>To build our custom reducer we'll leverage an <a href="https://github.com/txpipe/oura">Oura</a> pipeline that sync data from a Cardano node, filters the data through a Wasm plugin and finally persists the records in an Sqlite db.</p>
+<h2 id="requirements"><a class="header" href="#requirements">Requirements</a></h2>
+<ul>
+<li>Scrolls SDK</li>
+<li><a href="https://tinygo.org/getting-started/install/">tinygo</a></li>
+<li>sqlite</li>
+<li>make</li>
+<li><a href="https://github.com/txpipe/oura">Oura</a></li>
+</ul>
+<h2 id="procedure"><a class="header" href="#procedure">Procedure</a></h2>
+<h3 id="1-create-the-project-scaffold"><a class="header" href="#1-create-the-project-scaffold">1. Create the project scaffold</a></h3>
+<p>There's some boilerplate code required to setup our reducer. The <em>Scrolls SDK</em> cli provides a command to automatically generate the basic file structure that can be later customized to specific needs.</p>
+<p>Run the following command in your shell to scaffold a new Golang reducer.</p>
+<pre><code class="language-sh">scrolls-sdk scrolls-sdk scaffold --template reducer-oura-golang {NAME}
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{NAME}</code> is the name of your reducer</li>
+</ul>
+<h3 id="2-customize-your-db-schema"><a class="header" href="#2-customize-your-db-schema">2. Customize your DB schema</a></h3>
+<p>Your custom reducer will require a custom DB schema that reflects your particular requirements. In this scenario we're using Sqlite as our relational data persistence mechanism.</p>
+<p>Edit the <code>init.sql</code> file inside your reducer code to define your schema using SQL:</p>
+<pre><code class="language-sql">CREATE TABLE my_reducer (
+    slot INTEGER NOT NULL,
+    {{custom fields}}
+);
+
+CREATE INDEX idx_my_reducer_slot ON my_reducer(slot);
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{{custom fields}}</code> is the definition of the custom fields required by your reducer</li>
+</ul>
+<h3 id="3-edit-your-golang-reducer-logic"><a class="header" href="#3-edit-your-golang-reducer-logic">3. Edit your Golang reducer logic</a></h3>
+<p>The core of your reducer is the business logic you use to map blocks &amp; transactions from the chain into relevant data for your use case. In this scenario we're using Golang code that compiles to WASM.</p>
+<p>Edit the <code>main.go</code> file inside your reducer code define your business logic:</p>
+<pre><code class="language-go">package main
+
+import (
+	"github.com/extism/go-pdk"
+)
+
+//export map_u5c_tx
+func map_u5c_tx() int32 {
+	// unmarshal the U5C Tx data provided by the host
+	var param map[string]interface{}
+	err := pdk.InputJSON(&amp;param)
+
+	if err != nil {
+		pdk.SetError(err)
+		return 1
+	}
+
+  // you can log info to see it in the debug output of
+  // the pipeline:
+	//pdk.Log(pdk.LogInfo, fmt.Sprintf("%v", param))
+
+	// Here is where you get to do something interesting
+  // with the data. In this example, we just extract the
+  // fee data from the Tx:
+	// fee := param["fee"].(interface{})
+
+	// As default, we just resend the exact same payload
+	output := param
+
+	// Use this method to return the mapped value back to
+  // the Oura pipeline.
+	err = pdk.OutputJSON(output)
+
+	if err != nil {
+		pdk.SetError(err)
+		return 1
+	}
+
+	// return 0 for a successful operation and 1 for
+  // failure.
+	return 0
+}
+
+// you need to keep the main entry point even if we
+// don't use it
+func main() {}
+</code></pre>
+<h3 id="4-edit-the-oura-config-file"><a class="header" href="#4-edit-the-oura-config-file">4. Edit the <em>Oura</em> config file</a></h3>
+<p>The Cardano node, the WASM plugin and the Sqlite DB is connected together via an <em>Oura</em> pipeline. This pipeline will ensure that data goes through each the required steps (stages) in performant and resilient way.</p>
+<p>Edit the <code>oura.toml</code> in your custom reducer folder to configure your pipeline:</p>
+<pre><code class="language-toml">[source]
+type = "N2N"
+peers = ["relays-new.cardano-mainnet.iohk.io:3001"]
+
+[[filters]]
+type = "SplitBlock"
+
+[[filters]]
+type = "ParseCbor"
+
+[[filters]]
+type = "WasmPlugin"
+path = "plugin.wasm"
+
+[sink]
+type = "SqlDb"
+connection = "sqilte:./scrolls.db"
+apply_template = "INSERT INTO {{reducer}} (slot, {{custom fields}}) VALUES ('\{{point.slot}}', '{{custom values}}');"
+undo_template = "DELETE FROM {{reducer}} WHERE slot = \{{point.slot}}"
+reset_template = "DELETE FROM {{reducer}} WHERE slot &gt; \{{point.slot}}"
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{{custom fields}}</code> is the list of custom fields in your schema</li>
+<li><code>{{custom values}}</code> is the expressions to access the custom values in the object returned by your custom logic</li>
+</ul>
+<ol start="5">
+<li>Run your pipeline</li>
+</ol>
+<p>Now that everything has been configured, you can start your indexing pipeline. This requires that you compile your Golang code into wasm and that the sqlite db is created with the corresponding schema. With all requirements in place, the Oura process can be started.</p>
+<p>The <code>Makefile</code> provided in your custom reducer files provides a shortcut to trigger the pipeline making sure that all requirements are in place.</p>
+<p>Run the following command:</p>
+<pre><code class="language-sh">make run
+</code></pre>
+
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diff --git a/reducers/index.html b/reducers/index.html
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+++ b/reducers/index.html
@@ -88,7 +88,7 @@
 
         <nav id="sidebar" class="sidebar" aria-label="Table of contents">
             <div class="sidebar-scrollbox">
-                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="../reducers/index.html" class="active"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="../reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li></ol></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="../reducers/index.html" class="active"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="../reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li><li class="chapter-item expanded "><a href="../reducers/golang.html"><strong aria-hidden="true">2.3.</strong> Golang</a></li><li class="chapter-item expanded "><a href="../reducers/python.html"><strong aria-hidden="true">2.4.</strong> Python</a></li></ol></li></ol>
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diff --git a/reducers/python.html b/reducers/python.html
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@@ -0,0 +1,312 @@
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+<html lang="en" class="light" dir="ltr">
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+            body.classList.remove('sidebar-visible');
+            body.classList.add("sidebar-" + sidebar);
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+
+        <nav id="sidebar" class="sidebar" aria-label="Table of contents">
+            <div class="sidebar-scrollbox">
+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="../reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="../reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li><li class="chapter-item expanded "><a href="../reducers/golang.html"><strong aria-hidden="true">2.3.</strong> Golang</a></li><li class="chapter-item expanded "><a href="../reducers/python.html" class="active"><strong aria-hidden="true">2.4.</strong> Python</a></li></ol></li></ol>
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+                        link.setAttribute('tabIndex', sidebar === 'visible' ? 0 : -1);
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+
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+                    <main>
+                        <h1 id="building-a-python-reducer"><a class="header" href="#building-a-python-reducer">Building a Python Reducer</a></h1>
+<p>This guide explains how to use Python to build a custom reducer for Scrolls.</p>
+<h2 id="how-it-works"><a class="header" href="#how-it-works">How it works</a></h2>
+<p>To build our custom reducer we'll leverage an <a href="https://github.com/txpipe/oura">Oura</a> pipeline that sync data from a Cardano node, filters the data through a Rust-based Python interpreter plugin and finally persists the records in an Sqlite db.</p>
+<h2 id="requirements"><a class="header" href="#requirements">Requirements</a></h2>
+<ul>
+<li>Scrolls SDK</li>
+<li><a href="https://github.com/RustPython/RustPython">RustPython</a></li>
+<li>sqlite</li>
+<li>make</li>
+<li><a href="https://github.com/txpipe/oura">Oura</a></li>
+</ul>
+<h2 id="procedure"><a class="header" href="#procedure">Procedure</a></h2>
+<h3 id="1-create-the-project-scaffold"><a class="header" href="#1-create-the-project-scaffold">1. Create the project scaffold</a></h3>
+<p>There's some boilerplate code required to setup our reducer. The <em>Scrolls SDK</em> cli provides a command to automatically generate the basic file structure that can be later customized to specific needs.</p>
+<p>Run the following command in your shell to scaffold a new Python reducer.</p>
+<pre><code class="language-sh">scrolls-sdk scrolls-sdk scaffold --template reducer-oura-python {NAME}
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{NAME}</code> is the name of your reducer</li>
+</ul>
+<h3 id="2-customize-your-db-schema"><a class="header" href="#2-customize-your-db-schema">2. Customize your DB schema</a></h3>
+<p>Your custom reducer will require a custom DB schema that reflects your particular requirements. In this scenario we're using Sqlite as our relational data persistence mechanism.</p>
+<p>Edit the <code>init.sql</code> file inside your reducer code to define your schema using SQL:</p>
+<pre><code class="language-sql">CREATE TABLE my_reducer (
+    slot INTEGER NOT NULL,
+    {{custom fields}}
+);
+
+CREATE INDEX idx_my_reducer_slot ON my_reducer(slot);
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{{custom fields}}</code> is the definition of the custom fields required by your reducer</li>
+</ul>
+<h3 id="3-edit-your-python-reducer-logic"><a class="header" href="#3-edit-your-python-reducer-logic">3. Edit your Python reducer logic</a></h3>
+<p>The core of your reducer is the business logic you use to map blocks &amp; transactions from the chain into relevant data for your use case. In this scenario we're using Python code that will be interpreted using <em>RustPython</em>.</p>
+<p>Edit the <code>main.py</code> file inside your reducer code define your business logic:</p>
+<pre><code class="language-python">def map_u5c_tx(tx):
+	# the Tx param holds the data of the tx to map
+	
+  
+	# Here is where you get to do something interesting
+  # with the data. In this example, we just extract the
+  # fee data from the Tx:
+	# fee = tx["fee"]
+
+	# As default, we just resend the exact same payload
+	output := param
+
+	# Return a new Dict that holds the data that will
+  # continue down through the Oura pipeline
+	return output
+}
+</code></pre>
+<h3 id="4-edit-the-oura-config-file"><a class="header" href="#4-edit-the-oura-config-file">4. Edit the <em>Oura</em> config file</a></h3>
+<p>The Cardano node, the WASM plugin and the Sqlite DB is connected together via an <em>Oura</em> pipeline. This pipeline will ensure that data goes through each the required steps (stages) in performant and resilient way.</p>
+<p>Edit the <code>oura.toml</code> in your custom reducer folder to configure your pipeline:</p>
+<pre><code class="language-toml">[source]
+type = "N2N"
+peers = ["relays-new.cardano-mainnet.iohk.io:3001"]
+
+[[filters]]
+type = "SplitBlock"
+
+[[filters]]
+type = "ParseCbor"
+
+[[filters]]
+type = "PythonPlugin"
+path = "main.py"
+
+[sink]
+type = "SqlDb"
+connection = "sqilte:./scrolls.db"
+apply_template = "INSERT INTO {{reducer}} (slot, {{custom fields}}) VALUES ('\{{point.slot}}', '{{custom values}}');"
+undo_template = "DELETE FROM {{reducer}} WHERE slot = \{{point.slot}}"
+reset_template = "DELETE FROM {{reducer}} WHERE slot &gt; \{{point.slot}}"
+</code></pre>
+<p>where:</p>
+<ul>
+<li><code>{{custom fields}}</code> is the list of custom fields in your schema</li>
+<li><code>{{custom values}}</code> is the expressions to access the custom values in the object returned by your custom logic</li>
+</ul>
+<h3 id="5-run-your-pipeline"><a class="header" href="#5-run-your-pipeline">5. Run your pipeline</a></h3>
+<p>Now that everything has been configured, you can start your indexing pipeline. This requires that that the sqlite db is created with the corresponding schema. With all requirements in place, the Oura process can be started.</p>
+<p>The <code>Makefile</code> provided in your custom reducer files provides a shortcut to trigger the pipeline making sure that all requirements are in place.</p>
+<p>Run the following command:</p>
+<pre><code class="language-sh">make run
+</code></pre>
+
+                    </main>
+
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diff --git a/reducers/rust.html b/reducers/rust.html
index 0bc90a7..725ef7d 100644
--- a/reducers/rust.html
+++ b/reducers/rust.html
@@ -88,7 +88,7 @@
 
         <nav id="sidebar" class="sidebar" aria-label="Table of contents">
             <div class="sidebar-scrollbox">
-                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="../reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="../reducers/rust.html" class="active"><strong aria-hidden="true">2.2.</strong> Rust</a></li></ol></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="../reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../reducers/typescript.html"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="../reducers/rust.html" class="active"><strong aria-hidden="true">2.2.</strong> Rust</a></li><li class="chapter-item expanded "><a href="../reducers/golang.html"><strong aria-hidden="true">2.3.</strong> Golang</a></li><li class="chapter-item expanded "><a href="../reducers/python.html"><strong aria-hidden="true">2.4.</strong> Python</a></li></ol></li></ol>
             </div>
             <div id="sidebar-resize-handle" class="sidebar-resize-handle">
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@@ -199,6 +199,9 @@ <h2 id="run-code"><a class="header" href="#run-code">Run code</a></h2>
                                 <i class="fa fa-angle-left"></i>
                             </a>
 
+                            <a rel="next prefetch" href="../reducers/golang.html" class="mobile-nav-chapters next" title="Next chapter" aria-label="Next chapter" aria-keyshortcuts="Right">
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@@ -210,6 +213,9 @@ <h2 id="run-code"><a class="header" href="#run-code">Run code</a></h2>
                         <i class="fa fa-angle-left"></i>
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diff --git a/reducers/typescript.html b/reducers/typescript.html
index eb73b74..6833836 100644
--- a/reducers/typescript.html
+++ b/reducers/typescript.html
@@ -88,7 +88,7 @@
 
         <nav id="sidebar" class="sidebar" aria-label="Table of contents">
             <div class="sidebar-scrollbox">
-                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="../reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../reducers/typescript.html" class="active"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="../reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li></ol></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li class="chapter-item expanded "><a href="../reducers/index.html"><strong aria-hidden="true">2.</strong> Reducers</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../reducers/typescript.html" class="active"><strong aria-hidden="true">2.1.</strong> Typescript</a></li><li class="chapter-item expanded "><a href="../reducers/rust.html"><strong aria-hidden="true">2.2.</strong> Rust</a></li><li class="chapter-item expanded "><a href="../reducers/golang.html"><strong aria-hidden="true">2.3.</strong> Golang</a></li><li class="chapter-item expanded "><a href="../reducers/python.html"><strong aria-hidden="true">2.4.</strong> Python</a></li></ol></li></ol>
             </div>
             <div id="sidebar-resize-handle" class="sidebar-resize-handle">
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diff --git a/searchindex.js b/searchindex.js
index c1140aa..0285fd4 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Object.assign(window.search, {"doc_urls":["introduction.html#introduction","introduction.html#motivation","reducers/index.html#reducers","reducers/typescript.html#using-typescript-to-build-custom-reducers","reducers/typescript.html#configuration","reducers/typescript.html#section-reducer","reducers/typescript.html#run-code","reducers/rust.html#using-rust-to-build-custom-reducers","reducers/rust.html#configuration","reducers/rust.html#section-reducer","reducers/rust.html#run-code"],"index":{"documentStore":{"docInfo":{"0":{"body":0,"breadcrumbs":2,"title":1},"1":{"body":40,"breadcrumbs":2,"title":1},"10":{"body":16,"breadcrumbs":4,"title":2},"2":{"body":49,"breadcrumbs":2,"title":1},"3":{"body":54,"breadcrumbs":7,"title":5},"4":{"body":9,"breadcrumbs":3,"title":1},"5":{"body":14,"breadcrumbs":4,"title":2},"6":{"body":13,"breadcrumbs":4,"title":2},"7":{"body":25,"breadcrumbs":7,"title":5},"8":{"body":7,"breadcrumbs":3,"title":1},"9":{"body":10,"breadcrumbs":4,"title":2}},"docs":{"0":{"body":"","breadcrumbs":"Introduction » Introduction","id":"0","title":"Introduction"},"1":{"body":"Since blockchain is a sequence of transactions it is far from trivial to get a fast read only access to data. Scrolls is a tool for building and maintaining read-optimized collections of Cardano's on-chain entities. It crawls the history of the chain and aggregates all data to reflect the current state of affairs. Once the whole history has been processed, Scrolls watches the tip of the chain to keep the collections up-to-date.","breadcrumbs":"Introduction » Motivation","id":"1","title":"Motivation"},"10":{"body":"To run a custom WASM reducer, it will be necessary to trigger scrolls enabling the wasm feature cargo run --features=wasm -- daemon --config ./examples/wasm/daemon.toml","breadcrumbs":"Reducers » Rust » Run code","id":"10","title":"Run code"},"2":{"body":"Scroll Reducers are Map/Reduce algorithms that turn block data into a relevant information to be queried by end-users. There are several ways to implement reducers in Scrolls: Typescript : using custom Typescript code to implement the map/reduce logic Rust : using custom Rust code to implement the map/reduce logic Golang : using custom Golang code to implement the map/reduce logic Python : using custom Python code to implement the map/reduce logic","breadcrumbs":"Reducers » Reducers","id":"2","title":"Reducers"},"3":{"body":"With the Typescript reducer is possible to create a custom reducer for logics that the builtin reducers don't have support. This reducer is only enable with the deno feature on build. To build reducer using Typescript, we need to code our custom logic as any other Typescript module and transpile it into JS code using Deno. The resulting file (.js) can then be referenced by Scrolls configuration so that it's loaded dynamically at the moment of execution. 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