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index 2de6aeb..dc6f4c1 100644
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+                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction/_index.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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+                        </a>
 
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diff --git a/CONTRIBUTORS.html b/CONTRIBUTORS.html
index bbc86a9..9233e8c 100644
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         <nav id="sidebar" class="sidebar" aria-label="Table of contents">
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-                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction/introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="CONTRIBUTORS.html" class="active"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction/_index.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="CONTRIBUTORS.html" class="active"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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+                            <i id="git-repository-button" class="fa fa-github"></i>
+                        </a>
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diff --git a/index.html b/index.html
index ae07cd5..778548e 100644
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@@ -89,7 +89,7 @@
 
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-                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction/introduction.html" class="active"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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+                            <i id="git-repository-button" class="fa fa-github"></i>
+                        </a>
+                        <a href="https://github.com/thedataquarry/rustinpieces/edit/main/book/src/introduction/_index.md" title="Suggest an edit" aria-label="Suggest an edit">
+                            <i id="git-edit-button" class="fa fa-edit"></i>
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diff --git a/introduction/introduction.html b/introduction/_index.html
similarity index 89%
rename from introduction/introduction.html
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index 0b1d918..48abe8a 100644
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+++ b/introduction/_index.html
@@ -89,7 +89,7 @@
 
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-                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/introduction.html" class="active"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/_index.html" class="active"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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@@ -148,6 +148,12 @@ <h1 class="menu-title">Rust in Pieces</h1>
                         <a href="../print.html" title="Print this book" aria-label="Print this book">
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+                            <i id="git-repository-button" class="fa fa-github"></i>
+                        </a>
+                        <a href="https://github.com/thedataquarry/rustinpieces/edit/main/book/src/introduction/_index.md" title="Suggest an edit" aria-label="Suggest an edit">
+                            <i id="git-edit-button" class="fa fa-edit"></i>
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diff --git a/introduction/how-to-read.html b/introduction/how-to-read.html
index ae893d4..d233fb6 100644
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@@ -89,7 +89,7 @@
 
         <nav id="sidebar" class="sidebar" aria-label="Table of contents">
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+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/_index.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html" class="active"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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+                            <i id="git-repository-button" class="fa fa-github"></i>
+                        </a>
+                        <a href="https://github.com/thedataquarry/rustinpieces/edit/main/book/src/introduction/how-to-read.md" title="Suggest an edit" aria-label="Suggest an edit">
+                            <i id="git-edit-button" class="fa fa-edit"></i>
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diff --git a/introduction/learning.html b/introduction/learning.html
index 7edaa2d..32f93c7 100644
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@@ -89,7 +89,7 @@
 
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-                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html" class="active"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/_index.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html" class="active"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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@@ -148,6 +148,12 @@ <h1 class="menu-title">Rust in Pieces</h1>
                         <a href="../print.html" title="Print this book" aria-label="Print this book">
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+                        <a href="https://github.com/thedataquarry/rustinpieces" title="Git repository" aria-label="Git repository">
+                            <i id="git-repository-button" class="fa fa-github"></i>
+                        </a>
+                        <a href="https://github.com/thedataquarry/rustinpieces/edit/main/book/src/introduction/learning.md" title="Suggest an edit" aria-label="Suggest an edit">
+                            <i id="git-edit-button" class="fa fa-edit"></i>
+                        </a>
 
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diff --git a/introduction/why-rust.html b/introduction/why-rust.html
index 816ed6f..b6b60fc 100644
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+++ b/introduction/why-rust.html
@@ -89,7 +89,7 @@
 
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-                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html" class="active"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/_index.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html" class="active"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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@@ -148,6 +148,12 @@ <h1 class="menu-title">Rust in Pieces</h1>
                         <a href="../print.html" title="Print this book" aria-label="Print this book">
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+                        <a href="https://github.com/thedataquarry/rustinpieces" title="Git repository" aria-label="Git repository">
+                            <i id="git-repository-button" class="fa fa-github"></i>
+                        </a>
+                        <a href="https://github.com/thedataquarry/rustinpieces/edit/main/book/src/introduction/why-rust.md" title="Suggest an edit" aria-label="Suggest an edit">
+                            <i id="git-edit-button" class="fa fa-edit"></i>
+                        </a>
 
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@@ -201,7 +207,7 @@ <h2 id="rust-and-pyo3"><a class="header" href="#rust-and-pyo3">Rust and PyO3</a>
 
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@@ -215,7 +221,7 @@ <h2 id="rust-and-pyo3"><a class="header" href="#rust-and-pyo3">Rust and PyO3</a>
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diff --git a/pieces/hello-world.html b/pieces/hello-world.html
index 193c1a3..fda807c 100644
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-                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html" class="active"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/_index.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html" class="active"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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-                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html" class="active"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="../introduction/_index.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="../introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="../introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="../setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="../pieces/pieces.html" class="active"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="../pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="../CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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-                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction/introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
+                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction/_index.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="setup.html"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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The book and accompanying code are organized into a collection of small projects, termed pieces . Each piece is a self-contained task with Python and Rust implementations that each perform the same task. The aim is to help Python developers gain familiarity with Rust, and vice-versa, by comparing and contrasting the two languages in a top-down manner. Importantly, the pieces in this book build towards unifying Python and Rust code bases via PyO3 , a highly popular open source library that allows you to call Rust bindings from Python or the Python interpreter from Rust. Using one language does not preclude using the other! As you go through the pieces, you'll find yourself becoming proficient in writing clean, tested, production-worthy code using engineering best practices in either language, moving between them at will. Over time, you can make a more informed choice regarding when to use one or the other language for parts of a larger project. We believe that Rust 🦀 is the among the most approachable lower-level programming languages for Python developers, and that Python is one of the most valuable high-level languages for Rust developers who are looking to build tooling for the burgeoning data, AI and ML ecosystems. The arrival of tools like PyO3 has made it highly feasible for a developer to straddle both worlds, combining their best parts, thus helping build more efficient and scalable software.","breadcrumbs":"Introduction » Introduction","id":"1","title":"Introduction"},"10":{"body":"The pieces are not meant to be read in a specific order. However, they are roughly organized in order of increasing complexity, and each piece, by and large, utilizes concepts that may have been introduced in an earlier piece. One of the challenges with learning (and teaching) Rust, is that certain concepts such as ownership, borrowing, traits and lifetimes can be quite challenging to grasp for a new learner, but these concepts are ubiquitous in the language, such that they appear all at once. But, because the learning approach provided here is top-down, the best way to get familiar with these concepts is to try and apply them to your own projects, as done in each piece. As such, we've tried to introduce these concepts in a way that's as gradual as possible, though it's still possible that you may find yourself having to refer to the Rust book or other resources to understand certain concepts from the bottom-up as you go along.","breadcrumbs":"Introduction » How to read this book » How to read this book","id":"10","title":"How to read this book"},"11":{"body":"This section provides an opinionated guide to setting up your development environment for working with Rust and Python. If you're an experienced developer in either language, feel free to skip this section.","breadcrumbs":"Setup & installation » Setup & installation","id":"11","title":"Setup & installation"},"12":{"body":"For macOS/Linux users, it's recommended to manage Python versions using pyenv . pyenv lets you easily switch between multiple versions of Python. It's simple, unobtrusive, and follows the UNIX tradition of single-purpose tools that do one thing well. Follow the instructions from the installation steps section of the README to install pyenv on your system. Windows users can use pyenv-win , a fork of pyenv that allows you to install and manage Windows-native Python versions.","breadcrumbs":"Setup & installation » Python","id":"12","title":"Python"},"13":{"body":"This book uses Python 3.11.x, though code run from Python 3.8+ should also work without issues. You can install the latest minor version using pyenv: pyenv install 3.11.7","breadcrumbs":"Setup & installation » Python version","id":"13","title":"Python version"},"14":{"body":"It's recommended to use virtual environments to manage your Python dependencies. This allows you to create isolated environments for each project, and avoid dependency conflicts between projects. The venv module is included in the Python standard library, so you don't need to install anything extra to use it. To create a virtual environment on Unix systems, run the following command: # Setup a new environment for the first time\npython -m venv venv\n# Activate the environment\nsource venv/bin/activate On Windows, it's more or less the same: py -m venv .venv\n.venv\\Scripts\\activate You can deactivate the environment by running deactivate in your shell.","breadcrumbs":"Setup & installation » Virtual environments","id":"14","title":"Virtual environments"},"15":{"body":"For macOS/Linux users, rustup is the recommended to manage Rust versions. Using this tool, you can easily switch between multiple versions of Rust, and it also ships with the cargo package manager. See the Rust Book for instructions on how to install rustup on Windows.","breadcrumbs":"Setup & installation » Rust","id":"15","title":"Rust"},"16":{"body":"This book uses Rust 1.75.x. You can install the latest minor version using rustup: rustup install 1.75.0 You can start a new Rust project in your local directory by running cargo new <project-name>, and you're ready to go!","breadcrumbs":"Setup & installation » Rust version","id":"16","title":"Rust version"},"17":{"body":"","breadcrumbs":"Pieces » Pieces","id":"17","title":"Pieces"},"18":{"body":"A piece is a self-contained project with Python and Rust implementations that each perform the same tasks. The purpose of each piece is to help Python developers gain familiarity with Rust, and vice-versa, by comparing and contrasting the two languages in a top-down manner. A piece's directory structure is organized as follows: pieces\n├── piece-1\n│ ├── python\n│ │ ├── main.py\n│ │ └── test_main.py\n│ └── rust\n│ ├── Cargo.toml\n│ └── src\n│ └── main.rs\n├── piece-2\n├── piece-3\n└── ... Each piece comes with Python and Rust source code, and their associated tests. When using Rust's test client, test code is placed in the same file as the code it's testing, and is marked with the #[cfg(test)] attribute. When using Python's test client, test code is placed in a separate file, and is marked with the test_ prefix. For Python, pip is the package manager of choice, and pytest is the test client used throughout the code. For Rust, cargo is the package manager of choice, and Rust's inbuilt test client, invoked by cargo test, is used throughout.","breadcrumbs":"Pieces » What is the purpose of each piece?","id":"18","title":"What is the purpose of each piece?"},"19":{"body":"This is the conventional first program that you write when learning a new programming language. It's a simple program that prints the text Hello, world! to the console. Navigate to the pieces/hello_world directory in the repo to get started.","breadcrumbs":"Pieces » Hello world! » Hello world!","id":"19","title":"Hello world!"},"2":{"body":"Rust's learning curve is considerably steeper than Python's, so the table below is provided to show a mapping between each piece and its corresponding concept in Rust. As can be seen, structs, serialization, deserialization, vectors and traits are ubiquitous concepts in Rust. Piece Category New Rust concepts Hello world Intro macros Data structures & constructs Intro crates, structs, traits, implementations Simple CSV parsing File-handling serde, vec Regex JSON File-handling match, regex Mock data generation File-handling RNG, sampling Age grouping File-handling enums Datetime parsing File-handling chrono, lifetimes Preprocessing data for NLP Parallelism rayon, parallelism Polars datetimes DataFrames datetimes Polars EDA DataFrames TBD Postgres Databases async, sqlx, tokio DuckDB Databases arrow, in-memory DB Meilisearch Databases async, async-std, clap Qdrant Databases async, tokio, gRPC KùzuDB Databases async, graph REST API to Postgres APIs axum, async, tokio REST API to local LLM APIs axum, LLMs PyO3 mock data generation Unification TBD PyO3 query local LLM Unification TBD","breadcrumbs":"Introduction » What's covered in this book?","id":"2","title":"What's covered in this book?"},"20":{"body":"The file main.py has just one line of code: print(\"Hello, world!\") The program is run as follows: python main.py","breadcrumbs":"Pieces » Hello world! » Python","id":"20","title":"Python"},"21":{"body":"The file main.rs has just three lines of code: fn main() { println!(\"Hello, world!\");\n} The program is run via cargo: cargo run","breadcrumbs":"Pieces » Hello world! » Rust","id":"21","title":"Rust"},"22":{"body":"Hello, world!","breadcrumbs":"Pieces » Hello world! » Output","id":"22","title":"Output"},"23":{"body":"Rust's println! is similar to Python's print function, but it's a macro , not a function. It simply prints the standard output to the console followed by a newline character. Macros are a powerful Rust feature that allow you to write code that writes other code. We'll see more examples of macros in later pieces, but for now, it's enough to know that in Rust, macros are invoked with an exclamation mark ! at the end of their name.","breadcrumbs":"Pieces » Hello world! » Takeaways","id":"23","title":"Takeaways"},"24":{"body":"","breadcrumbs":"Contributors » Contributors","id":"24","title":"Contributors"},"25":{"body":"Rust in Pieces is co-authored by Prashanth Rao and Paul Sanders .","breadcrumbs":"Contributors » Authors","id":"25","title":"Authors"},"26":{"body":"Prashanth Rao is an A.I. engineer with a background in scientific computing, machine learning, NLP and database systems. He's passionate about making complex topics accessible to a larger audience. In his spare time, Prashanth actively experiments with open source tools, frameworks and databases, and writes about them on his blog . Paul Sanders is a software engineer and consultant having spent decades doing data management and application development in healthcare, pharmaceuticals and biologic drug development. In his spare time, Paul loves contributing to open source software and is actively maintaining several OSS projects .","breadcrumbs":"Contributors » About the authors","id":"26","title":"About the authors"},"27":{"body":"Contributions and improvements from the community are welcome! Please see the contributing guidelines .","breadcrumbs":"Contributors » Additional contributors","id":"27","title":"Additional contributors"},"3":{"body":"Python is a dynamically typed, interpreted programming language that's known for its flexibility, ease of use and low barrier to entry. It's by far the most popular language for AI, ML and data science, and has been the go-to language for researchers and innovators in these fields for quite a while now. It's possible to write relatively high-performance code in Python these days by leveraging its rich library ecosystem (which are typically wrappers around C/C++/Cython runtimes). However, performance and concurrency are not Python's strong suits, and this requires performance-critical code to be implemented in lower-level languages. For many Python developers, using languages like C, C++ and Cython is a daunting prospect. Rust is a statically typed, compiled programming language that's known for its relatively steep learning curve. Its design philosophy is centered around three core functions: performance, safety, and fearless concurrency. It offers a modern, high-level syntax and a rich type system that makes it possible to write code that runs really fast without the need for manual memory management, eliminating entire classes of bugs. Although it's possible to write all sorts of complex tools and applications in Rust, it's not the best option for every situation. In cases like research and prototyping, where speed of iteration is important, Rust's strict compiler can slow down development, and Python is still the better choice. We believe that Python 🐍 and Rust 🦀 form a near-perfect pair to address either side of the so-called \"two-world problem\", explained below.","breadcrumbs":"Introduction » Why use Rust with Python? » Why use Rust with Python?","id":"3","title":"Why use Rust with Python?"},"4":{"body":"The programming world often finds itself divided in two: those who prefer high-level, dynamically typed languages, and those who prefer low-level, statically typed languages. Many high-level languages are interpreted (i.e., they execute each line as it's read, sequentially). These languages are generally easier to learn because they abstract away the details of memory management, allowing for rapid prototyping and development. Lower-level languages, on the other hand, tend to be ahead-of-time (AOT) compiled. They offer the programmer more control over memory management, resulting in much more performant code at the cost of a steeper learning curve. It's for these reasons that scientists, researchers, data scientists, data analysts, quants, etc. have traditionally preferred high-level languages like Python, R and Julia. On the other hand, systems programmers, OS developers, embedded systems engineers, game developers and software engineers tend to prefer lower-level languages like C, C++ and Rust. The image above is a figurative representation of two distributions of people, typically disparate individuals from either background (with the languages listed in no specific order).","breadcrumbs":"Introduction » Why use Rust with Python? » The two-world problem","id":"4","title":"The two-world problem"},"5":{"body":"A lot of readers will have heard of Julia, a dynamically typed, just-in-time (JIT) compiled alternative to Python and is often touted as a \"high-level language with the performance of C\". While Julia is no doubt a great language, it's popularity is largely limited to the scientific community and its library ecosystem and user community haven't yet matured to the extent that Python's has. As such, the \"two-language problem\" that Julia attempts to solve , is still largely unsolved. Other languages like Mojo explain in their vision how they aim to solve the two-world problem by providing a single unified language (acting like a superset of Python) that can be compiled to run on any hardware. However, Mojo is still very much in its infancy as a language and hasn't gained widespread adoption, and its user community is non-existent.","breadcrumbs":"Introduction » Why use Rust with Python? » Has the two-world problem been solved before?","id":"5","title":"Has the two-world problem been solved before?"},"6":{"body":"The most interesting aspect about PyO3 in combination with Rust is that they offer a new way to think the two-world problem. Rather than trying to solve the problem by creating a new language that offers the best of many worlds, Rust and PyO3 embrace the problem by allowing a developer to move between the worlds and choose the best tool for parts of a larger task. Rust's design philosophy and features make it an ideal candidate to bring people from these worlds (high-level and low-level languages) closer together. Rust's strict compiler, rich type system and ownership principles eliminate the need to manually manage memory without requiring a garbage collector, making it possible for a larger community of analytical and scientifically-minded developers to write high-performance code without sacrificing safety. The image above shows a distribution of the same potential set of developers who can straddle both worlds. Those who are already proficient in Python and require fast iteration for prototyping can choose to write only very specific, performance-critical parts of their code in Rust. Conversely, those who are already proficient in Rust and require high-performance, safe code for their workflows can choose to interface with Python for only very specific parts that need access to the Python ecosystem. In our view, the interface that PyO3 provides is fundamentally different from earlier approaches to interoperability with Python (such as pybind11, SWIG or Cython), because unlike the earlier tools, PyO3 and Rust are far more accessible to Python developers. We hope this becomes clearer and clearer as you progress through the book.","breadcrumbs":"Introduction » Why use Rust with Python? » Rust and PyO3","id":"6","title":"Rust and PyO3"},"7":{"body":"Typically, the first steps in learning a programming language involve understanding its syntax, data structures and control flow expressions before tackling a specific problem. This is termed as bottom-up learning, and it's essential to understand the terminology of the language and its ecosystem. Bottom-up learning resources typically include: Books Documentation Tutorials Interactive exercises Although necessary to master a topic, bottom-up learning has the issue that learners often get stuck in tutorial hell , where they're constantly being exposed to new concepts without actually building anything end-to-end. In addition, bottom-up learning can leave learners frustrated because they're not able to see the bigger picture and how the different parts come together as a whole. In contrast, top-down learning follows a more pragmatic approach that's grounded in the real-world. For this, a more abstract way of thinking is required. The learner identifies a problem statement in their domain and they learn just enough of the language to solve the problem at hand, going deeper only as needed. 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We believe that Rust 🦀 is the among the most approachable lower-level programming languages for Python developers, and that Python is one of the most valuable high-level languages for Rust developers who are looking to build tooling for the burgeoning data, AI and ML ecosystems. The arrival of tools like PyO3 has made it highly feasible for a developer to straddle both worlds, combining their best parts, thus helping build more efficient and scalable software.","breadcrumbs":"Introduction » Introduction","id":"1","title":"Introduction"},"10":{"body":"The pieces are not meant to be read in a specific order. However, they are roughly organized in order of increasing complexity, and each piece, by and large, utilizes concepts that may have been introduced in an earlier piece. One of the challenges with learning (and teaching) Rust, is that certain concepts such as ownership, borrowing, traits and lifetimes can be quite challenging to grasp for a new learner, but these concepts are ubiquitous in the language, such that they appear all at once. But, because the learning approach provided here is top-down, the best way to get familiar with these concepts is to try and apply them to your own projects, as done in each piece. As such, we've tried to introduce these concepts in a way that's as gradual as possible, though it's still possible that you may find yourself having to refer to the Rust book or other resources to understand certain concepts from the bottom-up as you go along.","breadcrumbs":"Introduction » How to read this book » How to read this book","id":"10","title":"How to read this book"},"11":{"body":"This section provides an opinionated guide to setting up your development environment for working with Rust and Python. If you're an experienced developer in either language, feel free to skip this section.","breadcrumbs":"Setup & installation » Setup & installation","id":"11","title":"Setup & installation"},"12":{"body":"For macOS/Linux users, it's recommended to manage Python versions using pyenv . pyenv lets you easily switch between multiple versions of Python. It's simple, unobtrusive, and follows the UNIX tradition of single-purpose tools that do one thing well. Follow the instructions from the installation steps section of the README to install pyenv on your system. Windows users can use pyenv-win , a fork of pyenv that allows you to install and manage Windows-native Python versions.","breadcrumbs":"Setup & installation » Python","id":"12","title":"Python"},"13":{"body":"This book uses Python 3.11.x, though code run from Python 3.8+ should also work without issues. You can install the latest minor version using pyenv: pyenv install 3.11.7","breadcrumbs":"Setup & installation » Python version","id":"13","title":"Python version"},"14":{"body":"It's recommended to use virtual environments to manage your Python dependencies. This allows you to create isolated environments for each project, and avoid dependency conflicts between projects. The venv module is included in the Python standard library, so you don't need to install anything extra to use it. To create a virtual environment on Unix systems, run the following command: # Setup a new environment for the first time\npython -m venv venv\n# Activate the environment\nsource venv/bin/activate On Windows, it's more or less the same: py -m venv .venv\n.venv\\Scripts\\activate You can deactivate the environment by running deactivate in your shell.","breadcrumbs":"Setup & installation » Virtual environments","id":"14","title":"Virtual environments"},"15":{"body":"For macOS/Linux users, rustup is the recommended to manage Rust versions. Using this tool, you can easily switch between multiple versions of Rust, and it also ships with the cargo package manager. See the Rust Book for instructions on how to install rustup on Windows.","breadcrumbs":"Setup & installation » Rust","id":"15","title":"Rust"},"16":{"body":"This book uses Rust 1.75.x. You can install the latest minor version using rustup: rustup install 1.75.0 You can start a new Rust project in your local directory by running cargo new <project-name>, and you're ready to go!","breadcrumbs":"Setup & installation » Rust version","id":"16","title":"Rust version"},"17":{"body":"","breadcrumbs":"Pieces » Pieces","id":"17","title":"Pieces"},"18":{"body":"A piece is a self-contained project with Python and Rust implementations that each perform the same tasks. The purpose of each piece is to help Python developers gain familiarity with Rust, and vice-versa, by comparing and contrasting the two languages in a top-down manner. A piece's directory structure is organized as follows: pieces\n├── piece-1\n│ ├── python\n│ │ ├── main.py\n│ │ └── test_main.py\n│ └── rust\n│ ├── Cargo.toml\n│ └── src\n│ └── main.rs\n├── piece-2\n├── piece-3\n└── ... Each piece comes with Python and Rust source code, and their associated tests. When using Rust's test client, test code is placed in the same file as the code it's testing, and is marked with the #[cfg(test)] attribute. When using Python's test client, test code is placed in a separate file, and is marked with the test_ prefix. For Python, pip is the package manager of choice, and pytest is the test client used throughout the code. For Rust, cargo is the package manager of choice, and Rust's inbuilt test client, invoked by cargo test, is used throughout.","breadcrumbs":"Pieces » What is the purpose of each piece?","id":"18","title":"What is the purpose of each piece?"},"19":{"body":"This is the conventional first program that you write when learning a new programming language. It's a simple program that prints the text Hello, world! to the console. Navigate to the pieces/hello_world directory in the repo to get started.","breadcrumbs":"Pieces » Hello world! » Hello world!","id":"19","title":"Hello world!"},"2":{"body":"Rust's learning curve is considerably steeper than Python's, so the table below is provided to show a mapping between each piece and its corresponding concept in Rust. As can be seen, structs, serialization, deserialization, vectors and traits are ubiquitous concepts in Rust. Piece Category New Rust concepts Hello world Intro macros Data structures & constructs Intro crates, structs, traits, implementations Simple CSV parsing File-handling serde, vec Regex JSON File-handling match, regex Mock data generation File-handling RNG, sampling Age grouping File-handling enums Datetime parsing File-handling chrono, lifetimes Preprocessing data for NLP Parallelism rayon, parallelism Polars datetimes DataFrames datetimes Polars EDA DataFrames TBD Postgres Databases async, sqlx, tokio DuckDB Databases arrow, in-memory DB Meilisearch Databases async, async-std, clap Qdrant Databases async, tokio, gRPC KùzuDB Databases async, graph REST API to Postgres APIs axum, async, tokio REST API to local LLM APIs axum, LLMs PyO3 mock data generation Unification TBD PyO3 query local LLM Unification TBD","breadcrumbs":"Introduction » What's covered in this book?","id":"2","title":"What's covered in this book?"},"20":{"body":"The file main.py has just one line of code: print(\"Hello, world!\") The program is run as follows: python main.py","breadcrumbs":"Pieces » Hello world! » Python","id":"20","title":"Python"},"21":{"body":"The file main.rs has just three lines of code: fn main() { println!(\"Hello, world!\");\n} The program is run via cargo: cargo run","breadcrumbs":"Pieces » Hello world! » Rust","id":"21","title":"Rust"},"22":{"body":"Hello, world!","breadcrumbs":"Pieces » Hello world! » Output","id":"22","title":"Output"},"23":{"body":"Rust's println! is similar to Python's print function, but it's a macro , not a function. It simply prints the standard output to the console followed by a newline character. Macros are a powerful Rust feature that allow you to write code that writes other code. We'll see more examples of macros in later pieces, but for now, it's enough to know that in Rust, macros are invoked with an exclamation mark ! at the end of their name.","breadcrumbs":"Pieces » Hello world! » Takeaways","id":"23","title":"Takeaways"},"24":{"body":"","breadcrumbs":"Contributors » Contributors","id":"24","title":"Contributors"},"25":{"body":"Rust in Pieces is co-authored by Prashanth Rao and Paul Sanders .","breadcrumbs":"Contributors » Authors","id":"25","title":"Authors"},"26":{"body":"Prashanth Rao is an A.I. engineer with a background in scientific computing, machine learning, NLP and database systems. He's passionate about making complex topics accessible to a larger audience. In his spare time, Prashanth actively experiments with open source tools, frameworks and databases, and writes about them on his blog . Paul Sanders is a software engineer and consultant having spent decades doing data management and application development in healthcare, pharmaceuticals and biologic drug development. In his spare time, Paul loves contributing to open source software and is actively maintaining several OSS projects .","breadcrumbs":"Contributors » About the authors","id":"26","title":"About the authors"},"27":{"body":"Contributions and improvements from the community are welcome! Please see the contributing guidelines .","breadcrumbs":"Contributors » Additional contributors","id":"27","title":"Additional contributors"},"3":{"body":"Python is a dynamically typed, interpreted programming language that's known for its flexibility, ease of use and low barrier to entry. It's by far the most popular language for AI, ML and data science, and has been the go-to language for researchers and innovators in these fields for quite a while now. It's possible to write relatively high-performance code in Python these days by leveraging its rich library ecosystem (which are typically wrappers around C/C++/Cython runtimes). However, performance and concurrency are not Python's strong suits, and this requires performance-critical code to be implemented in lower-level languages. For many Python developers, using languages like C, C++ and Cython is a daunting prospect. Rust is a statically typed, compiled programming language that's known for its relatively steep learning curve. Its design philosophy is centered around three core functions: performance, safety, and fearless concurrency. It offers a modern, high-level syntax and a rich type system that makes it possible to write code that runs really fast without the need for manual memory management, eliminating entire classes of bugs. Although it's possible to write all sorts of complex tools and applications in Rust, it's not the best option for every situation. In cases like research and prototyping, where speed of iteration is important, Rust's strict compiler can slow down development, and Python is still the better choice. We believe that Python 🐍 and Rust 🦀 form a near-perfect pair to address either side of the so-called \"two-world problem\", explained below.","breadcrumbs":"Introduction » Why use Rust with Python? » Why use Rust with Python?","id":"3","title":"Why use Rust with Python?"},"4":{"body":"The programming world often finds itself divided in two: those who prefer high-level, dynamically typed languages, and those who prefer low-level, statically typed languages. Many high-level languages are interpreted (i.e., they execute each line as it's read, sequentially). These languages are generally easier to learn because they abstract away the details of memory management, allowing for rapid prototyping and development. Lower-level languages, on the other hand, tend to be ahead-of-time (AOT) compiled. They offer the programmer more control over memory management, resulting in much more performant code at the cost of a steeper learning curve. It's for these reasons that scientists, researchers, data scientists, data analysts, quants, etc. have traditionally preferred high-level languages like Python, R and Julia. On the other hand, systems programmers, OS developers, embedded systems engineers, game developers and software engineers tend to prefer lower-level languages like C, C++ and Rust. The image above is a figurative representation of two distributions of people, typically disparate individuals from either background (with the languages listed in no specific order).","breadcrumbs":"Introduction » Why use Rust with Python? » The two-world problem","id":"4","title":"The two-world problem"},"5":{"body":"A lot of readers will have heard of Julia, a dynamically typed, just-in-time (JIT) compiled alternative to Python and is often touted as a \"high-level language with the performance of C\". While Julia is no doubt a great language, it's popularity is largely limited to the scientific community and its library ecosystem and user community haven't yet matured to the extent that Python's has. As such, the \"two-language problem\" that Julia attempts to solve , is still largely unsolved. Other languages like Mojo explain in their vision how they aim to solve the two-world problem by providing a single unified language (acting like a superset of Python) that can be compiled to run on any hardware. However, Mojo is still very much in its infancy as a language and hasn't gained widespread adoption, and its user community is non-existent.","breadcrumbs":"Introduction » Why use Rust with Python? » Has the two-world problem been solved before?","id":"5","title":"Has the two-world problem been solved before?"},"6":{"body":"The most interesting aspect about PyO3 in combination with Rust is that they offer a new way to think the two-world problem. Rather than trying to solve the problem by creating a new language that offers the best of many worlds, Rust and PyO3 embrace the problem by allowing a developer to move between the worlds and choose the best tool for parts of a larger task. Rust's design philosophy and features make it an ideal candidate to bring people from these worlds (high-level and low-level languages) closer together. Rust's strict compiler, rich type system and ownership principles eliminate the need to manually manage memory without requiring a garbage collector, making it possible for a larger community of analytical and scientifically-minded developers to write high-performance code without sacrificing safety. The image above shows a distribution of the same potential set of developers who can straddle both worlds. Those who are already proficient in Python and require fast iteration for prototyping can choose to write only very specific, performance-critical parts of their code in Rust. Conversely, those who are already proficient in Rust and require high-performance, safe code for their workflows can choose to interface with Python for only very specific parts that need access to the Python ecosystem. In our view, the interface that PyO3 provides is fundamentally different from earlier approaches to interoperability with Python (such as pybind11, SWIG or Cython), because unlike the earlier tools, PyO3 and Rust are far more accessible to Python developers. We hope this becomes clearer and clearer as you progress through the book.","breadcrumbs":"Introduction » Why use Rust with Python? » Rust and PyO3","id":"6","title":"Rust and PyO3"},"7":{"body":"Typically, the first steps in learning a programming language involve understanding its syntax, data structures and control flow expressions before tackling a specific problem. This is termed as bottom-up learning, and it's essential to understand the terminology of the language and its ecosystem. Bottom-up learning resources typically include: Books Documentation Tutorials Interactive exercises Although necessary to master a topic, bottom-up learning has the issue that learners often get stuck in tutorial hell , where they're constantly being exposed to new concepts without actually building anything end-to-end. In addition, bottom-up learning can leave learners frustrated because they're not able to see the bigger picture and how the different parts come together as a whole. In contrast, top-down learning follows a more pragmatic approach that's grounded in the real-world. For this, a more abstract way of thinking is required. The learner identifies a problem statement in their domain and they learn just enough of the language to solve the problem at hand, going deeper only as needed. Top-down learning resources typically include learning by example, using any of the following resources: Existing codebases Blogs Podcasts Videos Top-down learning is not a replacement for bottom-up learning. The best way to become proficient and productive in a language is to combine both approaches and do them together .","breadcrumbs":"Introduction » How to learn a new language » How to approach learning a new language","id":"7","title":"How to approach learning a new language"},"8":{"body":"When learning a new language, it's tempting to start from scratch and build everything that's required to solve a problem from the ground up. This is a slow, sometimes painful process if you're just starting off, and can result in inefficient, unidiomatic code. Both Rust and Python have rich package ecosystems, and this book leverages them to the fullest extent possible. After all, most great software is built on the shoulders of giants. Reading through existing codebases for libraries, tools and frameworks is a great way to learn how to write idiomatic code in a language, and to understand the performance implications of your code.","breadcrumbs":"Introduction » How to learn a new language » Don't reinvent the wheel","id":"8","title":"Don't reinvent the wheel"},"9":{"body":"It's recommended to have a basic understanding of Python and Rust before reading this book. If you're new to either language, consider reading the following resources. It's okay if you don't absorb everything in the first pass -- the goal is to get a high-level understanding of either language and their ecosystems. Python Crash Course for hands-on Python concepts The Rust Book and Rust by Example for an introduction to terminology and concepts in Rust Rustlings for a gentle introduction to compiling and running Rust code Once you have a handle on the terminology, you can start by getting your hands dirty with the pieces provided in this book. 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We believe that Rust 🦀 is the among the most approachable lower-level programming languages for Python developers, and that Python is one of the most valuable high-level languages for Rust developers who are looking to build tooling for the burgeoning data, AI and ML ecosystems. The arrival of tools like PyO3 has made it highly feasible for a developer to straddle both worlds, combining their best parts, thus helping build more efficient and scalable software.","breadcrumbs":"Introduction » Introduction","id":"1","title":"Introduction"},"10":{"body":"The pieces are not meant to be read in a specific order. However, they are roughly organized in order of increasing complexity, and each piece, by and large, utilizes concepts that may have been introduced in an earlier piece. One of the challenges with learning (and teaching) Rust, is that certain concepts such as ownership, borrowing, traits and lifetimes can be quite challenging to grasp for a new learner, but these concepts are ubiquitous in the language, such that they appear all at once. But, because the learning approach provided here is top-down, the best way to get familiar with these concepts is to try and apply them to your own projects, as done in each piece. As such, we've tried to introduce these concepts in a way that's as gradual as possible, though it's still possible that you may find yourself having to refer to the Rust book or other resources to understand certain concepts from the bottom-up as you go along.","breadcrumbs":"Introduction » How to read this book » How to read this book","id":"10","title":"How to read this book"},"11":{"body":"This section provides an opinionated guide to setting up your development environment for working with Rust and Python. If you're an experienced developer in either language, feel free to skip this section.","breadcrumbs":"Setup & installation » Setup & installation","id":"11","title":"Setup & installation"},"12":{"body":"For macOS/Linux users, it's recommended to manage Python versions using pyenv . pyenv lets you easily switch between multiple versions of Python. It's simple, unobtrusive, and follows the UNIX tradition of single-purpose tools that do one thing well. Follow the instructions from the installation steps section of the README to install pyenv on your system. Windows users can use pyenv-win , a fork of pyenv that allows you to install and manage Windows-native Python versions.","breadcrumbs":"Setup & installation » Python","id":"12","title":"Python"},"13":{"body":"This book uses Python 3.11.x, though code run from Python 3.8+ should also work without issues. You can install the latest minor version using pyenv: pyenv install 3.11.7","breadcrumbs":"Setup & installation » Python version","id":"13","title":"Python version"},"14":{"body":"It's recommended to use virtual environments to manage your Python dependencies. This allows you to create isolated environments for each project, and avoid dependency conflicts between projects. The venv module is included in the Python standard library, so you don't need to install anything extra to use it. To create a virtual environment on Unix systems, run the following command: # Setup a new environment for the first time\npython -m venv venv\n# Activate the environment\nsource venv/bin/activate On Windows, it's more or less the same: py -m venv .venv\n.venv\\Scripts\\activate You can deactivate the environment by running deactivate in your shell.","breadcrumbs":"Setup & installation » Virtual environments","id":"14","title":"Virtual environments"},"15":{"body":"For macOS/Linux users, rustup is the recommended to manage Rust versions. Using this tool, you can easily switch between multiple versions of Rust, and it also ships with the cargo package manager. See the Rust Book for instructions on how to install rustup on Windows.","breadcrumbs":"Setup & installation » Rust","id":"15","title":"Rust"},"16":{"body":"This book uses Rust 1.75.x. You can install the latest minor version using rustup: rustup install 1.75.0 You can start a new Rust project in your local directory by running cargo new <project-name>, and you're ready to go!","breadcrumbs":"Setup & installation » Rust version","id":"16","title":"Rust version"},"17":{"body":"","breadcrumbs":"Pieces » Pieces","id":"17","title":"Pieces"},"18":{"body":"A piece is a self-contained project with Python and Rust implementations that each perform the same tasks. The purpose of each piece is to help Python developers gain familiarity with Rust, and vice-versa, by comparing and contrasting the two languages in a top-down manner. A piece's directory structure is organized as follows: pieces\n├── piece-1\n│ ├── python\n│ │ ├── main.py\n│ │ └── test_main.py\n│ └── rust\n│ ├── Cargo.toml\n│ └── src\n│ └── main.rs\n├── piece-2\n├── piece-3\n└── ... Each piece comes with Python and Rust source code, and their associated tests. When using Rust's test client, test code is placed in the same file as the code it's testing, and is marked with the #[cfg(test)] attribute. When using Python's test client, test code is placed in a separate file, and is marked with the test_ prefix. For Python, pip is the package manager of choice, and pytest is the test client used throughout the code. For Rust, cargo is the package manager of choice, and Rust's inbuilt test client, invoked by cargo test, is used throughout.","breadcrumbs":"Pieces » What is the purpose of each piece?","id":"18","title":"What is the purpose of each piece?"},"19":{"body":"This is the conventional first program that you write when learning a new programming language. It's a simple program that prints the text Hello, world! to the console. Navigate to the pieces/hello_world directory in the repo to get started.","breadcrumbs":"Pieces » Hello world! » Hello world!","id":"19","title":"Hello world!"},"2":{"body":"Rust's learning curve is considerably steeper than Python's, so the table below is provided to show a mapping between each piece and its corresponding concept in Rust. As can be seen, structs, serialization, deserialization, vectors and traits are ubiquitous concepts in Rust. Piece Category New Rust concepts Hello world Intro macros Data structures & constructs Intro crates, structs, traits, implementations Simple CSV parsing File-handling serde, vec Regex JSON File-handling match, regex Mock data generation File-handling RNG, sampling Age grouping File-handling enums Datetime parsing File-handling chrono, lifetimes Preprocessing data for NLP Parallelism rayon, parallelism Polars datetimes DataFrames datetimes Polars EDA DataFrames TBD Postgres Databases async, sqlx, tokio DuckDB Databases arrow, in-memory DB Meilisearch Databases async, async-std, clap Qdrant Databases async, tokio, gRPC KùzuDB Databases async, graph REST API to Postgres APIs axum, async, tokio REST API to local LLM APIs axum, LLMs PyO3 mock data generation Unification TBD PyO3 query local LLM Unification TBD","breadcrumbs":"Introduction » What's covered in this book?","id":"2","title":"What's covered in this book?"},"20":{"body":"The file main.py has just one line of code: print(\"Hello, world!\") The program is run as follows: python main.py","breadcrumbs":"Pieces » Hello world! » Python","id":"20","title":"Python"},"21":{"body":"The file main.rs has just three lines of code: fn main() { println!(\"Hello, world!\");\n} The program is run via cargo: cargo run","breadcrumbs":"Pieces » Hello world! » Rust","id":"21","title":"Rust"},"22":{"body":"Hello, world!","breadcrumbs":"Pieces » Hello world! » Output","id":"22","title":"Output"},"23":{"body":"Rust's println! is similar to Python's print function, but it's a macro , not a function. It simply prints the standard output to the console followed by a newline character. Macros are a powerful Rust feature that allow you to write code that writes other code. We'll see more examples of macros in later pieces, but for now, it's enough to know that in Rust, macros are invoked with an exclamation mark ! at the end of their name.","breadcrumbs":"Pieces » Hello world! » Takeaways","id":"23","title":"Takeaways"},"24":{"body":"","breadcrumbs":"Contributors » Contributors","id":"24","title":"Contributors"},"25":{"body":"Rust in Pieces is co-authored by Prashanth Rao and Paul Sanders .","breadcrumbs":"Contributors » Authors","id":"25","title":"Authors"},"26":{"body":"Prashanth Rao is an A.I. engineer with a background in scientific computing, machine learning, NLP and database systems. He's passionate about making complex topics accessible to a larger audience. In his spare time, Prashanth actively experiments with open source tools, frameworks and databases, and writes about them on his blog . Paul Sanders is a software engineer and consultant having spent decades doing data management and application development in healthcare, pharmaceuticals and biologic drug development. In his spare time, Paul loves contributing to open source software and is actively maintaining several OSS projects .","breadcrumbs":"Contributors » About the authors","id":"26","title":"About the authors"},"27":{"body":"Contributions and improvements from the community are welcome! Please see the contributing guidelines .","breadcrumbs":"Contributors » Additional contributors","id":"27","title":"Additional contributors"},"3":{"body":"Python is a dynamically typed, interpreted programming language that's known for its flexibility, ease of use and low barrier to entry. It's by far the most popular language for AI, ML and data science, and has been the go-to language for researchers and innovators in these fields for quite a while now. It's possible to write relatively high-performance code in Python these days by leveraging its rich library ecosystem (which are typically wrappers around C/C++/Cython runtimes). However, performance and concurrency are not Python's strong suits, and this requires performance-critical code to be implemented in lower-level languages. For many Python developers, using languages like C, C++ and Cython is a daunting prospect. Rust is a statically typed, compiled programming language that's known for its relatively steep learning curve. Its design philosophy is centered around three core functions: performance, safety, and fearless concurrency. It offers a modern, high-level syntax and a rich type system that makes it possible to write code that runs really fast without the need for manual memory management, eliminating entire classes of bugs. Although it's possible to write all sorts of complex tools and applications in Rust, it's not the best option for every situation. In cases like research and prototyping, where speed of iteration is important, Rust's strict compiler can slow down development, and Python is still the better choice. We believe that Python 🐍 and Rust 🦀 form a near-perfect pair to address either side of the so-called \"two-world problem\", explained below.","breadcrumbs":"Introduction » Why use Rust with Python? » Why use Rust with Python?","id":"3","title":"Why use Rust with Python?"},"4":{"body":"The programming world often finds itself divided in two: those who prefer high-level, dynamically typed languages, and those who prefer low-level, statically typed languages. Many high-level languages are interpreted (i.e., they execute each line as it's read, sequentially). These languages are generally easier to learn because they abstract away the details of memory management, allowing for rapid prototyping and development. Lower-level languages, on the other hand, tend to be ahead-of-time (AOT) compiled. They offer the programmer more control over memory management, resulting in much more performant code at the cost of a steeper learning curve. It's for these reasons that scientists, researchers, data scientists, data analysts, quants, etc. have traditionally preferred high-level languages like Python, R and Julia. On the other hand, systems programmers, OS developers, embedded systems engineers, game developers and software engineers tend to prefer lower-level languages like C, C++ and Rust. The image above is a figurative representation of two distributions of people, typically disparate individuals from either background (with the languages listed in no specific order).","breadcrumbs":"Introduction » Why use Rust with Python? » The two-world problem","id":"4","title":"The two-world problem"},"5":{"body":"A lot of readers will have heard of Julia, a dynamically typed, just-in-time (JIT) compiled alternative to Python and is often touted as a \"high-level language with the performance of C\". While Julia is no doubt a great language, it's popularity is largely limited to the scientific community and its library ecosystem and user community haven't yet matured to the extent that Python's has. As such, the \"two-language problem\" that Julia attempts to solve , is still largely unsolved. Other languages like Mojo explain in their vision how they aim to solve the two-world problem by providing a single unified language (acting like a superset of Python) that can be compiled to run on any hardware. However, Mojo is still very much in its infancy as a language and hasn't gained widespread adoption, and its user community is non-existent.","breadcrumbs":"Introduction » Why use Rust with Python? » Has the two-world problem been solved before?","id":"5","title":"Has the two-world problem been solved before?"},"6":{"body":"The most interesting aspect about PyO3 in combination with Rust is that they offer a new way to think the two-world problem. Rather than trying to solve the problem by creating a new language that offers the best of many worlds, Rust and PyO3 embrace the problem by allowing a developer to move between the worlds and choose the best tool for parts of a larger task. Rust's design philosophy and features make it an ideal candidate to bring people from these worlds (high-level and low-level languages) closer together. Rust's strict compiler, rich type system and ownership principles eliminate the need to manually manage memory without requiring a garbage collector, making it possible for a larger community of analytical and scientifically-minded developers to write high-performance code without sacrificing safety. The image above shows a distribution of the same potential set of developers who can straddle both worlds. Those who are already proficient in Python and require fast iteration for prototyping can choose to write only very specific, performance-critical parts of their code in Rust. Conversely, those who are already proficient in Rust and require high-performance, safe code for their workflows can choose to interface with Python for only very specific parts that need access to the Python ecosystem. In our view, the interface that PyO3 provides is fundamentally different from earlier approaches to interoperability with Python (such as pybind11, SWIG or Cython), because unlike the earlier tools, PyO3 and Rust are far more accessible to Python developers. We hope this becomes clearer and clearer as you progress through the book.","breadcrumbs":"Introduction » Why use Rust with Python? » Rust and PyO3","id":"6","title":"Rust and PyO3"},"7":{"body":"Typically, the first steps in learning a programming language involve understanding its syntax, data structures and control flow expressions before tackling a specific problem. This is termed as bottom-up learning, and it's essential to understand the terminology of the language and its ecosystem. Bottom-up learning resources typically include: Books Documentation Tutorials Interactive exercises Although necessary to master a topic, bottom-up learning has the issue that learners often get stuck in tutorial hell , where they're constantly being exposed to new concepts without actually building anything end-to-end. In addition, bottom-up learning can leave learners frustrated because they're not able to see the bigger picture and how the different parts come together as a whole. In contrast, top-down learning follows a more pragmatic approach that's grounded in the real-world. For this, a more abstract way of thinking is required. The learner identifies a problem statement in their domain and they learn just enough of the language to solve the problem at hand, going deeper only as needed. Top-down learning resources typically include learning by example, using any of the following resources: Existing codebases Blogs Podcasts Videos Top-down learning is not a replacement for bottom-up learning. The best way to become proficient and productive in a language is to combine both approaches and do them together .","breadcrumbs":"Introduction » How to learn a new language » How to approach learning a new language","id":"7","title":"How to approach learning a new language"},"8":{"body":"When learning a new language, it's tempting to start from scratch and build everything that's required to solve a problem from the ground up. This is a slow, sometimes painful process if you're just starting off, and can result in inefficient, unidiomatic code. Both Rust and Python have rich package ecosystems, and this book leverages them to the fullest extent possible. After all, most great software is built on the shoulders of giants. Reading through existing codebases for libraries, tools and frameworks is a great way to learn how to write idiomatic code in a language, and to understand the performance implications of your code.","breadcrumbs":"Introduction » How to learn a new language » Don't reinvent the wheel","id":"8","title":"Don't reinvent the wheel"},"9":{"body":"It's recommended to have a basic understanding of Python and Rust before reading this book. If you're new to either language, consider reading the following resources. It's okay if you don't absorb everything in the first pass -- the goal is to get a high-level understanding of either language and their ecosystems. Python Crash Course for hands-on Python concepts The Rust Book and Rust by Example for an introduction to terminology and concepts in Rust Rustlings for a gentle introduction to compiling and running Rust code Once you have a handle on the terminology, you can start by getting your hands dirty with the pieces provided in this book. 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We believe that Rust 🦀 is the among the most approachable lower-level programming languages for Python developers, and that Python is one of the most valuable high-level languages for Rust developers who are looking to build tooling for the burgeoning data, AI and ML ecosystems. The arrival of tools like PyO3 has made it highly feasible for a developer to straddle both worlds, combining their best parts, thus helping build more efficient and scalable software.","breadcrumbs":"Introduction » Introduction","id":"1","title":"Introduction"},"10":{"body":"The pieces are not meant to be read in a specific order. However, they are roughly organized in order of increasing complexity, and each piece, by and large, utilizes concepts that may have been introduced in an earlier piece. One of the challenges with learning (and teaching) Rust, is that certain concepts such as ownership, borrowing, traits and lifetimes can be quite challenging to grasp for a new learner, but these concepts are ubiquitous in the language, such that they appear all at once. But, because the learning approach provided here is top-down, the best way to get familiar with these concepts is to try and apply them to your own projects, as done in each piece. As such, we've tried to introduce these concepts in a way that's as gradual as possible, though it's still possible that you may find yourself having to refer to the Rust book or other resources to understand certain concepts from the bottom-up as you go along.","breadcrumbs":"Introduction » How to read this book » How to read this book","id":"10","title":"How to read this book"},"11":{"body":"This section provides an opinionated guide to setting up your development environment for working with Rust and Python. If you're an experienced developer in either language, feel free to skip this section.","breadcrumbs":"Setup & installation » Setup & installation","id":"11","title":"Setup & installation"},"12":{"body":"For macOS/Linux users, it's recommended to manage Python versions using pyenv . pyenv lets you easily switch between multiple versions of Python. It's simple, unobtrusive, and follows the UNIX tradition of single-purpose tools that do one thing well. Follow the instructions from the installation steps section of the README to install pyenv on your system. Windows users can use pyenv-win , a fork of pyenv that allows you to install and manage Windows-native Python versions.","breadcrumbs":"Setup & installation » Python","id":"12","title":"Python"},"13":{"body":"This book uses Python 3.11.x, though code run from Python 3.8+ should also work without issues. You can install the latest minor version using pyenv: pyenv install 3.11.7","breadcrumbs":"Setup & installation » Python version","id":"13","title":"Python version"},"14":{"body":"It's recommended to use virtual environments to manage your Python dependencies. This allows you to create isolated environments for each project, and avoid dependency conflicts between projects. The venv module is included in the Python standard library, so you don't need to install anything extra to use it. To create a virtual environment on Unix systems, run the following command: # Setup a new environment for the first time\npython -m venv venv\n# Activate the environment\nsource venv/bin/activate On Windows, it's more or less the same: py -m venv .venv\n.venv\\Scripts\\activate You can deactivate the environment by running deactivate in your shell.","breadcrumbs":"Setup & installation » Virtual environments","id":"14","title":"Virtual environments"},"15":{"body":"For macOS/Linux users, rustup is the recommended to manage Rust versions. Using this tool, you can easily switch between multiple versions of Rust, and it also ships with the cargo package manager. See the Rust Book for instructions on how to install rustup on Windows.","breadcrumbs":"Setup & installation » Rust","id":"15","title":"Rust"},"16":{"body":"This book uses Rust 1.75.x. You can install the latest minor version using rustup: rustup install 1.75.0 You can start a new Rust project in your local directory by running cargo new <project-name>, and you're ready to go!","breadcrumbs":"Setup & installation » Rust version","id":"16","title":"Rust version"},"17":{"body":"","breadcrumbs":"Pieces » Pieces","id":"17","title":"Pieces"},"18":{"body":"A piece is a self-contained project with Python and Rust implementations that each perform the same tasks. The purpose of each piece is to help Python developers gain familiarity with Rust, and vice-versa, by comparing and contrasting the two languages in a top-down manner. A piece's directory structure is organized as follows: pieces\n├── piece-1\n│ ├── python\n│ │ ├── main.py\n│ │ └── test_main.py\n│ └── rust\n│ ├── Cargo.toml\n│ └── src\n│ └── main.rs\n├── piece-2\n├── piece-3\n└── ... Each piece comes with Python and Rust source code, and their associated tests. When using Rust's test client, test code is placed in the same file as the code it's testing, and is marked with the #[cfg(test)] attribute. When using Python's test client, test code is placed in a separate file, and is marked with the test_ prefix. For Python, pip is the package manager of choice, and pytest is the test client used throughout the code. For Rust, cargo is the package manager of choice, and Rust's inbuilt test client, invoked by cargo test, is used throughout.","breadcrumbs":"Pieces » What is the purpose of each piece?","id":"18","title":"What is the purpose of each piece?"},"19":{"body":"This is the conventional first program that you write when learning a new programming language. It's a simple program that prints the text Hello, world! to the console. Navigate to the pieces/hello_world directory in the repo to get started.","breadcrumbs":"Pieces » Hello world! » Hello world!","id":"19","title":"Hello world!"},"2":{"body":"Rust's learning curve is considerably steeper than Python's, so the table below is provided to show a mapping between each piece and its corresponding concept in Rust. As can be seen, structs, serialization, deserialization, vectors and traits are ubiquitous concepts in Rust. Piece Category New Rust concepts Hello world Intro macros Data structures & constructs Intro crates, structs, traits, implementations Simple CSV parsing File-handling serde, vec Regex JSON File-handling match, regex Mock data generation File-handling RNG, sampling Age grouping File-handling enums Datetime parsing File-handling chrono, lifetimes Preprocessing data for NLP Parallelism rayon, parallelism Polars datetimes DataFrames datetimes Polars EDA DataFrames TBD Postgres Databases async, sqlx, tokio DuckDB Databases arrow, in-memory DB Meilisearch Databases async, async-std, clap Qdrant Databases async, tokio, gRPC KùzuDB Databases async, graph REST API to Postgres APIs axum, async, tokio REST API to local LLM APIs axum, LLMs PyO3 mock data generation Unification TBD PyO3 query local LLM Unification TBD","breadcrumbs":"Introduction » What's covered in this book?","id":"2","title":"What's covered in this book?"},"20":{"body":"The file main.py has just one line of code: print(\"Hello, world!\") The program is run as follows: python main.py","breadcrumbs":"Pieces » Hello world! » Python","id":"20","title":"Python"},"21":{"body":"The file main.rs has just three lines of code: fn main() { println!(\"Hello, world!\");\n} The program is run via cargo: cargo run","breadcrumbs":"Pieces » Hello world! » Rust","id":"21","title":"Rust"},"22":{"body":"Hello, world!","breadcrumbs":"Pieces » Hello world! » Output","id":"22","title":"Output"},"23":{"body":"Rust's println! is similar to Python's print function, but it's a macro , not a function. It simply prints the standard output to the console followed by a newline character. Macros are a powerful Rust feature that allow you to write code that writes other code. We'll see more examples of macros in later pieces, but for now, it's enough to know that in Rust, macros are invoked with an exclamation mark ! at the end of their name.","breadcrumbs":"Pieces » Hello world! » Takeaways","id":"23","title":"Takeaways"},"24":{"body":"","breadcrumbs":"Contributors » Contributors","id":"24","title":"Contributors"},"25":{"body":"Rust in Pieces is co-authored by Prashanth Rao and Paul Sanders .","breadcrumbs":"Contributors » Authors","id":"25","title":"Authors"},"26":{"body":"Prashanth Rao is an A.I. engineer with a background in scientific computing, machine learning, NLP and database systems. He's passionate about making complex topics accessible to a larger audience. In his spare time, Prashanth actively experiments with open source tools, frameworks and databases, and writes about them on his blog . Paul Sanders is a software engineer and consultant having spent decades doing data management and application development in healthcare, pharmaceuticals and biologic drug development. In his spare time, Paul loves contributing to open source software and is actively maintaining several OSS projects .","breadcrumbs":"Contributors » About the authors","id":"26","title":"About the authors"},"27":{"body":"Contributions and improvements from the community are welcome! Please see the contributing guidelines .","breadcrumbs":"Contributors » Additional contributors","id":"27","title":"Additional contributors"},"3":{"body":"Python is a dynamically typed, interpreted programming language that's known for its flexibility, ease of use and low barrier to entry. It's by far the most popular language for AI, ML and data science, and has been the go-to language for researchers and innovators in these fields for quite a while now. It's possible to write relatively high-performance code in Python these days by leveraging its rich library ecosystem (which are typically wrappers around C/C++/Cython runtimes). However, performance and concurrency are not Python's strong suits, and this requires performance-critical code to be implemented in lower-level languages. For many Python developers, using languages like C, C++ and Cython is a daunting prospect. Rust is a statically typed, compiled programming language that's known for its relatively steep learning curve. Its design philosophy is centered around three core functions: performance, safety, and fearless concurrency. It offers a modern, high-level syntax and a rich type system that makes it possible to write code that runs really fast without the need for manual memory management, eliminating entire classes of bugs. Although it's possible to write all sorts of complex tools and applications in Rust, it's not the best option for every situation. In cases like research and prototyping, where speed of iteration is important, Rust's strict compiler can slow down development, and Python is still the better choice. We believe that Python 🐍 and Rust 🦀 form a near-perfect pair to address either side of the so-called \"two-world problem\", explained below.","breadcrumbs":"Introduction » Why use Rust with Python? » Why use Rust with Python?","id":"3","title":"Why use Rust with Python?"},"4":{"body":"The programming world often finds itself divided in two: those who prefer high-level, dynamically typed languages, and those who prefer low-level, statically typed languages. Many high-level languages are interpreted (i.e., they execute each line as it's read, sequentially). These languages are generally easier to learn because they abstract away the details of memory management, allowing for rapid prototyping and development. Lower-level languages, on the other hand, tend to be ahead-of-time (AOT) compiled. They offer the programmer more control over memory management, resulting in much more performant code at the cost of a steeper learning curve. It's for these reasons that scientists, researchers, data scientists, data analysts, quants, etc. have traditionally preferred high-level languages like Python, R and Julia. On the other hand, systems programmers, OS developers, embedded systems engineers, game developers and software engineers tend to prefer lower-level languages like C, C++ and Rust. The image above is a figurative representation of two distributions of people, typically disparate individuals from either background (with the languages listed in no specific order).","breadcrumbs":"Introduction » Why use Rust with Python? » The two-world problem","id":"4","title":"The two-world problem"},"5":{"body":"A lot of readers will have heard of Julia, a dynamically typed, just-in-time (JIT) compiled alternative to Python and is often touted as a \"high-level language with the performance of C\". While Julia is no doubt a great language, it's popularity is largely limited to the scientific community and its library ecosystem and user community haven't yet matured to the extent that Python's has. As such, the \"two-language problem\" that Julia attempts to solve , is still largely unsolved. Other languages like Mojo explain in their vision how they aim to solve the two-world problem by providing a single unified language (acting like a superset of Python) that can be compiled to run on any hardware. However, Mojo is still very much in its infancy as a language and hasn't gained widespread adoption, and its user community is non-existent.","breadcrumbs":"Introduction » Why use Rust with Python? » Has the two-world problem been solved before?","id":"5","title":"Has the two-world problem been solved before?"},"6":{"body":"The most interesting aspect about PyO3 in combination with Rust is that they offer a new way to think the two-world problem. Rather than trying to solve the problem by creating a new language that offers the best of many worlds, Rust and PyO3 embrace the problem by allowing a developer to move between the worlds and choose the best tool for parts of a larger task. Rust's design philosophy and features make it an ideal candidate to bring people from these worlds (high-level and low-level languages) closer together. Rust's strict compiler, rich type system and ownership principles eliminate the need to manually manage memory without requiring a garbage collector, making it possible for a larger community of analytical and scientifically-minded developers to write high-performance code without sacrificing safety. The image above shows a distribution of the same potential set of developers who can straddle both worlds. Those who are already proficient in Python and require fast iteration for prototyping can choose to write only very specific, performance-critical parts of their code in Rust. Conversely, those who are already proficient in Rust and require high-performance, safe code for their workflows can choose to interface with Python for only very specific parts that need access to the Python ecosystem. In our view, the interface that PyO3 provides is fundamentally different from earlier approaches to interoperability with Python (such as pybind11, SWIG or Cython), because unlike the earlier tools, PyO3 and Rust are far more accessible to Python developers. We hope this becomes clearer and clearer as you progress through the book.","breadcrumbs":"Introduction » Why use Rust with Python? » Rust and PyO3","id":"6","title":"Rust and PyO3"},"7":{"body":"Typically, the first steps in learning a programming language involve understanding its syntax, data structures and control flow expressions before tackling a specific problem. This is termed as bottom-up learning, and it's essential to understand the terminology of the language and its ecosystem. Bottom-up learning resources typically include: Books Documentation Tutorials Interactive exercises Although necessary to master a topic, bottom-up learning has the issue that learners often get stuck in tutorial hell , where they're constantly being exposed to new concepts without actually building anything end-to-end. In addition, bottom-up learning can leave learners frustrated because they're not able to see the bigger picture and how the different parts come together as a whole. In contrast, top-down learning follows a more pragmatic approach that's grounded in the real-world. For this, a more abstract way of thinking is required. The learner identifies a problem statement in their domain and they learn just enough of the language to solve the problem at hand, going deeper only as needed. Top-down learning resources typically include learning by example, using any of the following resources: Existing codebases Blogs Podcasts Videos Top-down learning is not a replacement for bottom-up learning. The best way to become proficient and productive in a language is to combine both approaches and do them together .","breadcrumbs":"Introduction » How to learn a new language » How to approach learning a new language","id":"7","title":"How to approach learning a new language"},"8":{"body":"When learning a new language, it's tempting to start from scratch and build everything that's required to solve a problem from the ground up. This is a slow, sometimes painful process if you're just starting off, and can result in inefficient, unidiomatic code. Both Rust and Python have rich package ecosystems, and this book leverages them to the fullest extent possible. After all, most great software is built on the shoulders of giants. Reading through existing codebases for libraries, tools and frameworks is a great way to learn how to write idiomatic code in a language, and to understand the performance implications of your code.","breadcrumbs":"Introduction » How to learn a new language » Don't reinvent the wheel","id":"8","title":"Don't reinvent the wheel"},"9":{"body":"It's recommended to have a basic understanding of Python and Rust before reading this book. If you're new to either language, consider reading the following resources. It's okay if you don't absorb everything in the first pass -- the goal is to get a high-level understanding of either language and their ecosystems. Python Crash Course for hands-on Python concepts The Rust Book and Rust by Example for an introduction to terminology and concepts in Rust Rustlings for a gentle introduction to compiling and running Rust code Once you have a handle on the terminology, you can start by getting your hands dirty with the pieces provided in this book. 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diff --git a/setup.html b/setup.html
index c8e8c08..53879ad 100644
--- a/setup.html
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-                <ol class="chapter"><li class="chapter-item expanded "><a href="introduction/introduction.html"><strong aria-hidden="true">1.</strong> Introduction</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="introduction/why-rust.html"><strong aria-hidden="true">1.1.</strong> Why use Rust with Python?</a></li><li class="chapter-item expanded "><a href="introduction/learning.html"><strong aria-hidden="true">1.2.</strong> How to learn a new language</a></li><li class="chapter-item expanded "><a href="introduction/how-to-read.html"><strong aria-hidden="true">1.3.</strong> How to read this book</a></li></ol></li><li class="chapter-item expanded "><a href="setup.html" class="active"><strong aria-hidden="true">2.</strong> Setup & installation</a></li><li class="chapter-item expanded "><a href="pieces/pieces.html"><strong aria-hidden="true">3.</strong> Pieces</a></li><li><ol class="section"><li class="chapter-item expanded "><a href="pieces/hello-world.html"><strong aria-hidden="true">3.1.</strong> Hello world!</a></li><li class="spacer"></li></ol></li><li class="chapter-item expanded "><a href="CONTRIBUTORS.html"><strong aria-hidden="true">4.</strong> Contributors</a></li></ol>
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