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        <title>Posts on The Campground Blog</title>
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        <lastBuildDate>Tue, 20 May 2025 00:00:00 +0000</lastBuildDate><atom:link href="https://blog.aicampground.com/post/index.xml" rel="self" type="application/rss+xml" /><item>
        <title>Beyond YAML: The Case for Nix as the Common Language of DevSecOps</title>
        <link>https://blog.aicampground.com/p/beyond-yaml-the-case-for-nix-as-the-common-language-of-devsecops/</link>
        <pubDate>Tue, 20 May 2025 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/beyond-yaml-the-case-for-nix-as-the-common-language-of-devsecops/</guid>
        <description>&lt;img src="https://blog.aicampground.com/p/beyond-yaml-the-case-for-nix-as-the-common-language-of-devsecops/beyondYaml.png" alt="Featured image of post Beyond YAML: The Case for Nix as the Common Language of DevSecOps" /&gt;&lt;h1 id=&#34;beyond-yaml-the-case-for-nix-as-the-common-language-of-devsecops&#34;&gt;Beyond YAML: The Case for Nix as the Common Language of DevSecOps
&lt;/h1&gt;&lt;p&gt;YAML has long been the “glue” of DevOps – from CI/CD pipeline configs to Kubernetes manifests. It earned
its place by being simple and human-readable. But today’s DevSecOps reality exposes YAML’s limitations.
Modern software delivery demands more than static config files; it requires enforceable security policies,
verifiable builds, and guaranteed reproducibility at every step. In this post, we’ll explore why YAML,
despite its ubiquity, is no longer sufficient for DevSecOps and why Nix, a purely functional, declarative
build language, is emerging as the smarter foundation for secure, auditable software delivery.&lt;/p&gt;
&lt;h2 id=&#34;devsecops-has-outgrown-basic-yaml-configs&#34;&gt;DevSecOps Has Outgrown Basic YAML Configs
&lt;/h2&gt;&lt;p&gt;Traditional DevOps focused on speed and automation, often satisfied by YAML-driven pipelines and scripts.
DevSecOps, however, raises the bar by baking security and compliance into the process from the start.
In 2025 and beyond, &lt;strong&gt;DevSecOps pipelines must achieve goals that go far beyond what vanilla YAML can express&lt;/strong&gt;:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Policy Enforcement at Build Time:&lt;/strong&gt; Security checks and compliance rules should trigger during the
build, not after deployment. For example, secrets should never enter a build, and dependency licenses
or vulnerabilities should be vetted early. This level of &lt;em&gt;shift-left&lt;/em&gt; security demands logic and controls
in the pipeline that YAML alone can’t dictate.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Full Artifact Traceability:&lt;/strong&gt; Every artifact (container image, binary, etc.) needs a &lt;em&gt;provenance&lt;/em&gt;.
Teams should be able to prove exactly which source code, dependencies, and build process produced a
given artifact, a response to supply chain threats. Regulators worldwide now demand this proof of integrity,
and it’s &lt;em&gt;not optional&lt;/em&gt; for critical systems.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Isolated &amp;amp; Reproducible Builds:&lt;/strong&gt; DevSecOps assumes that a build run today can be reproduced exactly
tomorrow or a year from now, byte-for-byte identical outputs from identical inputs. This requires hermetic,
isolated build environments where network access and implicit dependencies are controlled. In practice,
that means no “works on my machine” surprises and no drifting configurations between dev and CI.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Continuous Auditability:&lt;/strong&gt; Audit logs and build materials (SBOMs, source archives) should be automatically
produced. If a security incident arises, one should rapidly trace what went into the software and rebuild it
in a clean room for verification. DevSecOps makes auditability a first-class citizen of the delivery process.&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;These needs highlight a fundamental truth: &lt;strong&gt;simple configuration files aren’t enough&lt;/strong&gt;. YAML was designed
as a data serialization format, not a programming language. As a result, trying to meet DevSecOps requirements
with YAML leads to brittle solutions. Let’s examine why.&lt;/p&gt;
&lt;h2 id=&#34;why-yaml-falls-short-in-a-devsecops-world&#34;&gt;Why YAML Falls Short in a DevSecOps World
&lt;/h2&gt;&lt;p&gt;YAML’s popularity in DevOps stems from its simplicity, but that simplicity comes with severe trade-offs
when facing security and compliance demands. &lt;strong&gt;YAML lacks the expressiveness and rigor needed for today’s
software supply chains.&lt;/strong&gt; It cannot implement dynamic logic or enforce complex policies by itself,
it’s just static data. As one developer bluntly put it, &lt;a class=&#34;link&#34; href=&#34;https://discourse.nixos.org/t/why-not-use-yaml-for-configuration-and-package-declaration/1333/11&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;em&gt;&amp;ldquo;it’s not possible to have the power of Nix/NixOS
with a data language like YAML. It has to be a programming language.&amp;rdquo;&lt;/em&gt;&lt;/a&gt; In other words, YAML alone
can’t model the sophisticated build rules and verifications that DevSecOps requires.&lt;/p&gt;
&lt;p&gt;&lt;img src=&#34;https://blog.aicampground.com/p/beyond-yaml-the-case-for-nix-as-the-common-language-of-devsecops/charlie-day.gif&#34;
	width=&#34;498&#34;
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	srcset=&#34;https://blog.aicampground.com/p/beyond-yaml-the-case-for-nix-as-the-common-language-of-devsecops/charlie-day_hu_b292bda2c4b2790e.gif 480w, https://blog.aicampground.com/p/beyond-yaml-the-case-for-nix-as-the-common-language-of-devsecops/charlie-day_hu_cfd804382d1b474a.gif 1024w&#34;
	loading=&#34;lazy&#34;
	
		alt=&#34;Charlie explaining his CI Piplines he wrote in simple YAML&#34;
	
	
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&gt;&lt;/p&gt;
&lt;p&gt;This limitation has led to an ironic phenomenon: we keep trying to bend YAML into a pseudo-programming
language, with templating hacks, embedded scripts, and vendor-specific DSLs layered on top. CI/CD systems
allow YAML pipelines to call shell scripts and third-party actions, but that just offloads complexity
elsewhere. You end up chaining Dockerfiles, shell scripts, Helm chart YAMLs, and glue logic in CI. This is a
fragile assembly of parts that’s hard to comprehend and even harder to secure. YAML offers no &lt;strong&gt;composability&lt;/strong&gt;
or abstraction: you can’t easily reuse pipeline components or compose configurations without copy-pasting
and manual tweaks. This brittleness undermines both &lt;strong&gt;consistency&lt;/strong&gt; and &lt;strong&gt;security&lt;/strong&gt;. A missed step in
one script or a subtle difference between environments can introduce vulnerabilities or deployment errors
that YAML alone wouldn’t catch.&lt;/p&gt;
&lt;p&gt;Most critically, YAML provides no guarantees about &lt;strong&gt;correctness or reproducibility&lt;/strong&gt;. Two developers
might follow the same YAML-defined process and get different results if their environments differ or
if external dependencies shift. Nothing in a plain YAML file ensures that, say, the same base image or
package version is used every time – that assurance has to come from external tooling. In short, YAML
can describe &lt;em&gt;what&lt;/em&gt; to run, but not &lt;em&gt;how to guarantee&lt;/em&gt; it’s done securely and identically each time.
For DevSecOps, that’s not good enough.&lt;/p&gt;
&lt;h2 id=&#34;nix-a-functional-declarative-solution-for-secure-builds&#34;&gt;Nix: A Functional, Declarative Solution for Secure Builds
&lt;/h2&gt;&lt;p&gt;If YAML is a static checklist, &lt;strong&gt;Nix is a blueprint and a engine combined&lt;/strong&gt;, a way to &lt;em&gt;declare&lt;/em&gt; your
entire build and deployment process with the power of a full programming language. Nix is often described
as a &lt;em&gt;purely functional package manager&lt;/em&gt;, but it is better thought of as a &lt;strong&gt;build language&lt;/strong&gt; and ecosystem
that brings predictability and rigor to software delivery. Each Nix build is treated like a mathematical
function: given the same inputs, it will always produce the same output, with no hidden side effects.
This approach lays a foundation of determinism that is a dream for DevSecOps engineers concerned with
tamper-proof builds.&lt;/p&gt;
&lt;p&gt;What makes Nix so suited as the common language of DevSecOps? Let’s break down its key characteristics:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Purely Functional and Declarative:&lt;/strong&gt; In Nix, you describe the desired state (packages, configuration,
dependencies) rather than writing step-by-step imperative scripts. The Nix expression language is purely
functional and even Turing-complete, meaning it can represent any build logic needed. Unlike YAML, you
can use functions, conditionals, and abstractions to create reusable, composable build definitions. The
result is that even complex pipelines can be expressed in a single coherent framework, without ad-hoc
scripting in multiple languages.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Isolated, Reproducible Builds by Design:&lt;/strong&gt; Nix builds occur in isolated sandboxes with only the declared
inputs available. External network access or undeclared dependencies are blocked unless explicitly allowed.
This enforces a &amp;ldquo;nothing up my sleeve&amp;rdquo; policy. If it wasn’t declared, it doesn’t get into the build.
The same Nix build on any machine (developer laptop, CI server, or production) yields identical results
because Nix will fetch the exact versions of dependencies specified and build in a controlled environment.
This eliminates the &amp;ldquo;worked on my machine&amp;rdquo; problem and ensures consistency between local builds and
CI.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Complete Traceability and Auditability:&lt;/strong&gt; Every artifact built with Nix has a traceable lineage.
Nix keeps track of all dependencies (down to specific versions and even the tools used to compile those
dependencies). This makes generating a Software Bill of Materials (SBOM) straightforward. The build
itself knows everything that went into it. Need to audit or comply with regulations? Nix can export the
exact source code and dependencies that produced a given binary, providing a verifiable chain of custody
for software. Such transparency is near-impossible to achieve with manual YAML pipelines spread across
tools.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Expressiveness with Safety:&lt;/strong&gt; Because Nix is a real language, it allows powerful composition of components
(for example, you can build a library and an application together, sharing only the exact dependencies
needed). Yet it remains declarative, meaning you describe end states, and Nix ensures the process respects
that description. Its strong typing of data types (strings, lists, sets, etc.) and evaluations can catch
errors early – you can’t accidentally reference an undefined variable or mis-order steps as easily as
in a free-form script. The Nix ecosystem also provides tested functions and modules (for building common
languages or frameworks), so you’re not writing everything from scratch. In sum, Nix offers the flexibility
of a programming language with guardrails for reproducibility and consistency.&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;img src=&#34;https://blog.aicampground.com/p/beyond-yaml-the-case-for-nix-as-the-common-language-of-devsecops/sourcery.png&#34;
	width=&#34;899&#34;
	height=&#34;892&#34;
	srcset=&#34;https://blog.aicampground.com/p/beyond-yaml-the-case-for-nix-as-the-common-language-of-devsecops/sourcery_hu_a98704d1b9dcc72.png 480w, https://blog.aicampground.com/p/beyond-yaml-the-case-for-nix-as-the-common-language-of-devsecops/sourcery_hu_e0675e186ef6d60e.png 1024w&#34;
	loading=&#34;lazy&#34;
	
		alt=&#34;Turning fragile scripts and scattered YAML into a unified, verifiable system.&#34;
	
	
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&gt;&lt;/p&gt;
&lt;h2 id=&#34;reproducibility-traceability-and-policy-enforcement-by-default&#34;&gt;Reproducibility, Traceability, and Policy Enforcement by Default
&lt;/h2&gt;&lt;p&gt;A fundamental advantage of adopting Nix is how it makes secure practices the default, not an afterthought.
&lt;strong&gt;Reproducibility comes out-of-the-box.&lt;/strong&gt; Every Nix build is identified by a cryptographic hash of
its inputs. If anything in the inputs changes (source code, a compiler version, a dependency), Nix will
treat it as a different build output. If nothing changes, Nix can even reuse previous build results bit-for-bit.
This means that whether a developer builds locally or a CI pipeline builds on a fresh machine, Nix
will produce the same binaries, configurations, and images. Consistency is guaranteed, dramatically reducing
&amp;ldquo;it works in staging but not in prod&amp;rdquo; headaches.&lt;/p&gt;
&lt;p&gt;Because Nix requires declaring all inputs, it inherently supports &lt;strong&gt;policy enforcement&lt;/strong&gt; and security
checks at build time. Want to ensure no disallowed software makes it into the product? You can globally
define allowed sources or versions, and Nix won’t import anything outside those whitelists. Builds can
be configured to run in &lt;em&gt;fully sandboxed mode&lt;/em&gt; (no network, no impurity), so if a step tries to fetch
an undeclared URL or access a secret, it will fail! Exactly what you want for a secure supply chain.
This shifts security left into the build process, where issues can be caught early. In fact, organizations
concerned with compliance can use Nix to &lt;em&gt;prove&lt;/em&gt; that a build had no outside interference: it’s either
reproducible from known inputs or it doesn’t build at all.&lt;/p&gt;
&lt;p&gt;Moreover, &lt;strong&gt;traceability is deeply integrated&lt;/strong&gt;. With a traditional CI pipeline, assembling an SBOM or
audit trail is a painstaking process of aggregating data from Dockerfiles, package managers, and manual
records. With Nix, the SBOM essentially falls out of the build. For example, one can query the Nix build
graph to get a list of every dependency and produce a formatted SBOM (e.g. CycloneDX or SPDX) in one
command. Nix can even bundle the source code of every dependency into an archive for future audits or
for compliance with regulations that require proving source integrity. This level of detail gives DevSecOps
teams and compliance officers high confidence in the artifacts. As a result, &lt;strong&gt;auditability is continuous&lt;/strong&gt;,
every build is ready for inspection without extra work.&lt;/p&gt;
&lt;h2 id=&#34;one-coherent-pipeline-replacing-many-fragile-pieces&#34;&gt;One Coherent Pipeline Replacing Many Fragile Pieces
&lt;/h2&gt;&lt;p&gt;Perhaps the most transformative aspect of adopting Nix is the simplification of the delivery &lt;strong&gt;toolchain&lt;/strong&gt;.
Many teams today suffer from a patchwork pipeline: a Dockerfile to build an image, bash scripts to
glue steps together, YAML files to configure CI tasks, Helm charts to deploy, and so on. Each piece is
written in a different syntax, with different assumptions, often maintained by different people. It’s
no wonder things break. The more moving parts and translation layers, the more chances for error.&lt;/p&gt;
&lt;p&gt;Nix enables you to consolidate these steps into &lt;strong&gt;one coherent, verifiable process&lt;/strong&gt;. You can replace
Dockerfiles with Nix-based container image builds (using Nix functions to produce Docker/OCI images).
Instead of imperative shell scripts that install software and set up environments (which can drift over
time), you write declarative Nix expressions for those environments. The difference is stark: a Dockerfile
might pull in a moving target like “ubuntu:latest” and run arbitrary commands that update packages (
introducing variability), whereas a Nix build will fetch an exact base image or filesystem layer and
exact versions of packages, ensuring the build is &lt;em&gt;deterministic&lt;/em&gt;. Where a shell script might rely on
whatever version of a tool is in the &lt;code&gt;PATH&lt;/code&gt;, a Nix script will call a specific, hashed version of that
tool from the Nix store. Everything is explicit and locked down!&lt;/p&gt;
&lt;p&gt;By eliminating the ad-hoc glue, &lt;strong&gt;Nix cuts complexity and risk&lt;/strong&gt;. There’s no need for a separate config
language for tests, another for packaging, and another for deployment. All can be described in Nix or
orchestrated by Nix-built tools. This also has productivity benefits: developers and operators speak
a common language (Nix) and have a single source of truth for how software is built and run. No more
hunting through CI YAML files to figure out what environment variable might be missing, or why a build
works in one pipeline stage but fails in another. With Nix, if it builds on your machine, it will build
in CI, period. And once built, that same output can be deployed knowing it hasn’t been tweaked or re-packaged
by an opaque CI step. The entire flow from source to production can be verified end-to-end.&lt;/p&gt;
&lt;p&gt;The bottom line is a drastic reduction in the &amp;ldquo;unknown unknowns&amp;rdquo; that plague multi-tool pipelines. Nix’s
unified approach replaces the brittle chain of tools (Docker, apt, pip, make, bash, CI config) with
a single, reproducible definition. This coherence means fewer surprises and a tighter alignment between
development intentions and production reality. For organizations, it translates to fewer failed deploys,
faster recovery from issues (because rebuilds are reliable), and easier onboarding of new team members
(since there’s one system to learn rather than five).&lt;/p&gt;
&lt;h2 id=&#34;conclusion-lead-the-next-evolution--adopt-nix-for-devsecops&#34;&gt;Conclusion: Lead the Next Evolution – Adopt Nix for DevSecOps
&lt;/h2&gt;&lt;p&gt;DevSecOps is about making secure and compliant software delivery as fast and automatic as traditional
DevOps. But as we’ve argued, trying to achieve that with yesterday’s tools (like plain YAML and a mishmash
of scripts) is like trying to secure a modern skyscraper with the blueprint of a wooden shed, it doesn’t
meet the moment. &lt;strong&gt;Nix offers a path forward&lt;/strong&gt;. By using a declarative, reproducible, and expressive
approach, Nix fulfills the core needs of DevSecOps in a way YAML never can. It enables policy enforcement,
traceability, isolation, and auditability &lt;em&gt;from the ground up&lt;/em&gt;, not as bolted-on afterthoughts.&lt;/p&gt;
&lt;p&gt;Nix isn’t just about security, it’s about &lt;em&gt;business resilience and efficiency&lt;/em&gt;.
&lt;a class=&#34;link&#34; href=&#34;https://flox.dev/blog/nix-in-the-wild-pdt-partners/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&amp;ldquo;What once took months to achieve in terms of reproducibility and version control can now be accomplished in a matter of hours.&amp;rdquo;&lt;/a&gt;
Organizations adopting Nix have found they can meet stringent security requirements
&lt;strong&gt;without slowing down development or inflating costs&lt;/strong&gt;. Developers get to work with the latest tools
and libraries, while the Nix framework guarantees that the resulting products are consistent and verifiably
secure. Compliance audits that used to take weeks of chasing documentation can turn into an automated
report from a Nix build. And when regulators or customers ask for evidence of your software’s integrity,
Nix provides an answer grounded in math and computer science, a verifiable &amp;ldquo;proof&amp;rdquo; of how your software
was constructed.&lt;/p&gt;
&lt;p&gt;The momentum behind Nix is growing, with a vibrant community and increasing adoption in industry (its
popularity has been growing &lt;em&gt;exponentially&lt;/em&gt; in recent years). &lt;a class=&#34;link&#34; href=&#34;https://flox.dev/blog/nix-in-the-wild-pdt-partners/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Forward-thinking leaders are already investing
in Nix skills and pilot projects.&lt;/a&gt; As an industry, if we embrace Nix as the standard language of DevSecOps,
we move toward a future where &lt;strong&gt;secure, verifiable builds are the default rather than the exception&lt;/strong&gt;. Imagine
a world where every build output can be trusted, where supply chain attacks are thwarted
by design, and where development speed doesn’t suffer for security. That’s the future Nix is pointing
us to.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Call to action:&lt;/strong&gt; It’s time to move beyond the comfort of YAML and scripts and into a more robust paradigm.
If you are in a position of leadership encourage your teams to evaluate Nix for your build pipelines and
deployments. Start with a small project, leverage the wealth of Nix resources and community support,
and see the benefits firsthand. Adopting Nix today is an investment in the stability and security of
your software supply chain tomorrow. In an era of ever-increasing cyber threats and compliance pressures,
Nix isn’t just a niche tool, it’s a strategic advantage. Embrace the change, and lead your organization
into a more secure, reproducible, and confident DevSecOps era.&lt;/p&gt;
</description>
        </item>
        <item>
        <title>Nix in the Wild: Taming Terraform with Nix</title>
        <link>https://blog.aicampground.com/p/taming-terraform-with-nix/</link>
        <pubDate>Sat, 18 Jan 2025 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/taming-terraform-with-nix/</guid>
        <description>&lt;img src="https://blog.aicampground.com/p/taming-terraform-with-nix/terraflake.png" alt="Featured image of post Nix in the Wild: Taming Terraform with Nix" /&gt;&lt;p&gt;Welcome back to &lt;em&gt;Nix in the Wild&lt;/em&gt;, a series exploring real-world applications of Nix within organizations,
using the fictional company Initech as a narrative framework. In this installment, I will explore the integration
of Terraform into the Initech Snowfall-lib-based flake, offering a comprehensive guide to adopting this approach in
your own workflows. By integrating the &lt;a class=&#34;link&#34; href=&#34;https://terranix.org/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Terranix&lt;/a&gt; library with custom functions, I have established
a foundation for a unified software and infrastructure framework. This framework enables organizations
to seamlessly develop, test, and deploy both applications and the infrastructure they depend on.&lt;/p&gt;
&lt;p&gt;Before we dive in, a quick disclaimer: I’m relatively new to Terraform, so take my thoughts on it with
a grain of salt. I’ve mostly avoided cloud-related tools in the past because of the potential for high
costs and the simplicity of working in my home lab. That said, I recognize the importance of having cloud
skills in any business or large organization.&lt;/p&gt;
&lt;p&gt;I’ll start with a quick intro to the NixOS module system for anyone who’s not familiar with it. From
there, I’ll show how I integrated Terranix into the Snowfall structure for organizing flakes. By defining
resources like Lambda functions or EC2 images directly in Nix configurations, we can tie these definitions
into Terraform workflows, making it easier to connect declarative configuration with practical cloud
resource management.&lt;/p&gt;
&lt;p&gt;Using Nix with Terraform introduces an opportunity to simplify cloud infrastructure management while
improving reusability and consistency. By leveraging modular configurations and Nix’s declarative paradigm,
you can create workflows that are both maintainable and scalable. Throughout this post, I will demonstrate
how these tools can work together effectively to streamline your approach to infrastructure as code.&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;Code for this post can be found &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;here&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h2 id=&#34;what-is-terranix&#34;&gt;What is Terranix?
&lt;/h2&gt;&lt;p&gt;&lt;img src=&#34;https://blog.aicampground.com/p/taming-terraform-with-nix/terranix-logo.png&#34;
	width=&#34;480&#34;
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&gt;&lt;/p&gt;
&lt;p&gt;My discovery of Terranix began when I started a new project requiring deeper engagement with cloud infrastructure.
Up to that point, my experience with Terraform was limited to minor adjustments in existing projects,
where I often felt annoyed by its repetitive and fragmented nature. Even in what I’d consider a
well-organized Terraform project—complete with proper modules—making a seemingly simple change often
required navigating through multiple layers, declaring variables in several places, and painstakingly
ensuring consistency. Additionally, running Terraform required working within the correct directory structure,
adding yet another layer of friction.&lt;/p&gt;
&lt;p&gt;When it came to starting a new project, the lack of straightforward mechanisms to reuse modules across
projects without resorting to copy-pasting was frustrating. It’s entirely possible that my limited experience
contributed to these frustrations, but the rigidity and verbosity of Terraform always left me searching
for a better approach. Determined to find a solution that addressed these pain points, I began investigating
alternatives.&lt;/p&gt;
&lt;p&gt;Of course, my fondness for Nix naturally influenced my search, leading me to discover Terranix. Initially,
I was skeptical, questioning whether this was merely an exercise in rewriting Terraform within Nix
for its own sake, or whether there was genuine value to be gained. While I’m an advocate for Nix, I also
prioritize practicality—the solutions I build must remain accessible to others who may not share my enthusiasm
for Nix.&lt;/p&gt;
&lt;p&gt;After exploring examples on &lt;a class=&#34;link&#34; href=&#34;https://github.com/search?q=terranix&amp;#43;language%3ANix&amp;amp;type=repositories&amp;amp;l=Nix&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;GitHub&lt;/a&gt; and
finding limited resources, my skepticism remained. Nonetheless, I decided to dedicate a weekend
to experimenting with Terranix and exploring its potential to streamline my workflow. What I discovered
not only addressed my initial concerns but also opened new possibilities for simplifying and enhancing
Terraform projects. Let’s dive into what makes Terranix such a compelling tool.&lt;/p&gt;
&lt;h3 id=&#34;addressing-terraforms-verbosity&#34;&gt;Addressing Terraform’s Verbosity
&lt;/h3&gt;&lt;p&gt;One of the most immediate benefits of Terranix is its ability to reduce Terraform&amp;rsquo;s verbosity.
Instead of defining variables in multiple places within Terraform, you can leverage Nix variables directly.
Additionally, Terranix allows you to utilize Nix functions and modules to further streamline and simplify
Terraform configurations, making them more concise and easier to manage.&lt;/p&gt;
&lt;h3 id=&#34;enhancing-reusability&#34;&gt;Enhancing Reusability
&lt;/h3&gt;&lt;p&gt;Terranix simplifies the creation of reusable modules by allowing you to define and share them within
your Nix configuration. This approach promotes modularity and eliminates the need to duplicate code across
projects.&lt;/p&gt;
&lt;h2 id=&#34;how-to-use-terranix&#34;&gt;How to Use Terranix
&lt;/h2&gt;&lt;p&gt;Reading through the Terranix &lt;a class=&#34;link&#34; href=&#34;https://terranix.org/documentation/getting-started.html&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;documentation&lt;/a&gt;
helped me get up to speed with writing basic, non-module configurations quickly. However, I found myself
questioning whether this approach truly offered an improvement over standard Terraform workflows.
While the &lt;a class=&#34;link&#34; href=&#34;https://terranix.org/documentation/modules.html&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;documentation&lt;/a&gt; emphasized modules as a key feature, the process for effectively
utilizing them wasn’t immediately clear. In this section, I will clarify how to work with modules
in Terranix, explaining it in simpler terms based on my own experiences.&lt;/p&gt;
&lt;h3 id=&#34;update-flakenix&#34;&gt;Update &lt;code&gt;flake.nix&lt;/code&gt;
&lt;/h3&gt;&lt;p&gt;The first thing we need to do is add &lt;code&gt;&amp;quot;github:terranix/terranix&amp;quot;&lt;/code&gt; to the &lt;code&gt;inputs&lt;/code&gt; section of our &lt;code&gt;flake.nix&lt;/code&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:nixos/nixpkgs/nixos-24.05&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;unstable&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:nixos/nixpkgs?ref=nixos-unstable&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;snowfall-lib&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:snowfallorg/lib&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;follows&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;nixpkgs&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;devshell&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:numtide/devshell&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;nix-tutor&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:usmcamp0811/nix-tutor&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;poetry2nix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:nix-community/poetry2nix&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;terranix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:terranix/terranix&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;c1&#34;&gt;# &amp;lt;-- We added this right here&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;create-a-terraform-configuration&#34;&gt;Create a Terraform Configuration
&lt;/h3&gt;&lt;p&gt;The way that we use Terranix is as just another Nix &amp;ldquo;package&amp;rdquo;. This means that we create a
new folder in the &lt;code&gt;./packages&lt;/code&gt; directory. I am going to call this &lt;code&gt;cloud-infrastructure&lt;/code&gt;
you can call it whatever makes the most sense to you. In this folder we add our standard
&lt;code&gt;default.nix&lt;/code&gt; file and at least one additional Nix file, in this case I am calling it &lt;code&gt;terranix.nix&lt;/code&gt;.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;err&#34;&gt;├──&lt;/span&gt; &lt;span class=&#34;err&#34;&gt;&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;err&#34;&gt;│&lt;/span&gt;   &lt;span class=&#34;err&#34;&gt;├──&lt;/span&gt; &lt;span class=&#34;err&#34;&gt;&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;cloud-infrastructure&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;err&#34;&gt;│&lt;/span&gt;   &lt;span class=&#34;err&#34;&gt;│&lt;/span&gt;   &lt;span class=&#34;err&#34;&gt;├──&lt;/span&gt; &lt;span class=&#34;err&#34;&gt;&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;default&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;nix&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;err&#34;&gt;│&lt;/span&gt;   &lt;span class=&#34;err&#34;&gt;│&lt;/span&gt;   &lt;span class=&#34;err&#34;&gt;└──&lt;/span&gt; &lt;span class=&#34;err&#34;&gt;&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;terranix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;nix&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Here’s what you’ll need to include in your &lt;code&gt;default.nix&lt;/code&gt; and &lt;code&gt;terranix.nix&lt;/code&gt; files. I’ll start with these
and then work backward to explain the reasoning behind each step.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;&lt;code&gt;default.nix&lt;/code&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;system&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;with&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;initech&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;mkTerranixDerivation&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;system&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;modules&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./terranix.nix&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This is a helper function I created to wrap the &lt;a class=&#34;link&#34; href=&#34;https://terranix.org/documentation/flakes.html#import-terranix-modules&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;code&gt;terranixConfiguration&lt;/code&gt; function from Terranix&lt;/a&gt;. It adds
a few extras, like passthru support for creating an S3 bucket to manage Terraform state and handling Terraform
apply and destroy actions. The &lt;code&gt;terranixConfiguration&lt;/code&gt; function itself only converts Nix configurations
into Terraform JSON, so this wrapper streamlines the process. The key argument it takes is a list of
Nix files containing the Terranix configurations.&lt;/p&gt;
&lt;p id=&#34;terranix-nix&#34;&gt;&lt;strong&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;&lt;code&gt;terranix.nix&lt;/code&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;25
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;26
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;27
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;28
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;data&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;http&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;public_ip&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;http://checkip.amazonaws.com/&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;provider&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;aws&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;region&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;us-east-1&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;backend&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;s3&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;bucket&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech-state-bucket&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;key&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;state/terraform.tfstate&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;region&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;us-east-1&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;aws&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;storage&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;s3&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;n&#34;&gt;buckets&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;initech-tps-reports-bucket&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;lambda&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;pdf-ocr&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;n&#34;&gt;variables&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;            &lt;span class=&#34;n&#34;&gt;INPUT_BUCKET&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech-tps-reports-bucket&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;            &lt;span class=&#34;n&#34;&gt;OUTPUT_BUCKET&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech-output-bucket&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This file is more complex than our &lt;code&gt;default.nix&lt;/code&gt;, but it’s manageable when broken down. You’re not limited
to just one &lt;code&gt;terranix.nix&lt;/code&gt; file—you can create multiple files and name them however you like. The content
of this file combines two elements: Terraform converted into Nix syntax and calls to the custom Terranix
modules I’ve created. I will cover modules in a little bit but take a second and see if you can discern
whats happening.&lt;/p&gt;
&lt;p&gt;Here’s how Terranix and Terraform compare when defining configurations. The following Nix snippet shows
how Terranix expresses these configurations:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;data&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;http&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;public_ip&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;http://checkip.amazonaws.com/&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;provider&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;aws&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;region&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;us-east-1&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;backend&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;s3&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;bucket&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech-state-bucket&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;key&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;state/terraform.tfstate&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;region&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;us-east-1&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;If you’re familiar with Terraform, the equivalent HCL might look like this:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-hcl&#34; data-lang=&#34;hcl&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;data&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;http&amp;#34; &amp;#34;public_ip&amp;#34;&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;  url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;http://checkip.amazonaws.com/&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;provider&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;aws&amp;#34;&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;  region&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;us-east-1&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;terraform&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;backend&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;s3&amp;#34;&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;    bucket&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech-state-bucket&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;    key&lt;/span&gt;    &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;state/terraform.tfstate&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;    region&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;us-east-1&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  }
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;The similarity between the two makes Terranix approachable, even for those who aren’t yet familiar with
Nix. This allows teams with Terraform experience to get started with Terranix more easily while benefiting
from its integration into the Nix ecosystems.&lt;/p&gt;
&lt;p&gt;The other part of the &lt;code&gt;terranix.nix&lt;/code&gt; file above is the declaration and configuration of Terranix modules
for creating S3 buckets and a Lambda function. I’ll dive deeper into Nix modules and how I create them
in the following sections. For now, take a moment to review how we’re calling these modules:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;aws&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;storage&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;s3&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;defaultIpWhiteList&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;buckets&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;initech-tps-reports-bucket&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;lambda&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;pdf-ocr&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;variables&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;INPUT_BUCKET&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech-tps-reports-bucket&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;OUTPUT_BUCKET&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech-output-bucket&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This structure showcases how Terranix simplifies and organizes the configuration of cloud resources,
keeping everything declarative and easy to manage.&lt;/p&gt;
&lt;p&gt;Finally, I want to clarify that this setup represents just a single Terraform configuration. If our requirements
call for multiple configurations, we can easily add them within the same repo. All we need to do is replicate
the &lt;code&gt;cloud-infrastructure&lt;/code&gt; folder under a different name. From Nix&amp;rsquo;s perspective, each of these is simply
a Nix package, making it straightforward to manage multiple configurations.&lt;/p&gt;
&lt;h3 id=&#34;deploying-our-cloud-infrastructure-with-terranix&#34;&gt;Deploying our Cloud Infrastructure with Terranix
&lt;/h3&gt;&lt;p&gt;Now that we’ve walked through how to define your infrastructure using Terranix, let’s discuss how to deploy
it. The process involves leveraging passthru attributes provided by the &lt;code&gt;mkTerranixDerivation&lt;/code&gt; function
to interact with your Terraform configuration.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;8
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-sh&#34; data-lang=&#34;sh&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Display the Terraform JSON configuration&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix run .#cloud-infrastructure
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Equivalent to `tf apply`&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix run .#cloud-infrastructure.apply
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# Equivalent to `tf destroy`&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix run .#cloud-infrastructure.destroy
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;If you need to manage your Terraform state in an S3 bucket, you can use the &lt;code&gt;create-state-bucket&lt;/code&gt; passthru.
This passthru simplifies the creation of a bucket to store the state, but you must explicitly reference
the bucket in your Terranix configuration—Terranix does not automatically link it to your Terraform setup.&lt;/p&gt;
&lt;hr&gt;
&lt;p&gt;With this setup, it should be relatively straightforward for non-Nix and non-Terraform users to contribute
to the Nix ecosystem you’re building in your organization. Developers with strong Terraform skills could
create modules that less experienced Terraform users can easily deploy. And this is just the beginning—I
haven’t even touched on how custom Nix packages can seamlessly integrate with the resources we deploy
using Terraform. That’s coming up, but first, let’s dive into the Nix module system.&lt;/p&gt;
&lt;h2 id=&#34;building-and-organizing-modules&#34;&gt;Building and Organizing Modules
&lt;/h2&gt;&lt;p&gt;In this blog series, I haven’t yet covered &lt;a class=&#34;link&#34; href=&#34;https://www.youtube.com/watch?v=ARjAsEJ9WVY&amp;amp;list=PLCNla0W4k0xtpObkpw2xOwWVS24-e3kvL&amp;amp;index=2&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;NixOS modules in the Snowfall library&lt;/a&gt;,
but that’s coming up now—or at least the concepts of modules as they relate to Terranix. NixOS and
Home Manager modules will be covered in a later post.&lt;/p&gt;
&lt;p&gt;In the Snowfall structure, NixOS and Home Manager modules are stored in the &lt;code&gt;./modules&lt;/code&gt; directory, so
it felt natural to use the same directory for Terraform modules. Since Terraform supports multiple providers,
I’ve adopted a structure like &lt;code&gt;./modules/&amp;lt;provider&amp;gt;/...&lt;/code&gt; to keep things organized and scalable for
multi-cloud environments. For this post, I’ll focus on building a couple of AWS modules to demonstrate
the approach.&lt;/p&gt;
&lt;h3 id=&#34;a-brief-explanation-of-the-nixos-module-system&#34;&gt;A Brief Explanation of the NixOS Module System
&lt;/h3&gt;&lt;p&gt;The NixOS module system is relatively straightforward once you understand one key concept about the Nix
language: &lt;strong&gt;attribute sets can be merged together to create a superset&lt;/strong&gt;. This means that if you have
multiple files, each defining an attribute set (e.g., &lt;code&gt;config&lt;/code&gt;), and you import them all into your &lt;code&gt;flake.nix&lt;/code&gt;,
Nix will automatically merge them into a single, combined set. Let’s break it down with an example:&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;File A&lt;/strong&gt; defines the following attribute set:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;8
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;a&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;something&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;w&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;something&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;in file A&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;strong&gt;File B&lt;/strong&gt; defines a different attribute set but also includes some overlapping structure:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;s&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;more stuff&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;w&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;somethingelse&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;in file B&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;When both files are imported into your &lt;code&gt;flake.nix&lt;/code&gt; or another Nix module, Nix will merge them into a
single &lt;code&gt;config&lt;/code&gt; attribute set. The result would look like this:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;a&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;something&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;s&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;more stuff&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;w&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;something&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;in file A&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;somethingelse&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;in file B&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Notice how the values are combined—Nix doesn’t overwrite existing values unless explicitly told to. Instead,
it intelligently merges the structure, appending new attributes wherever necessary.&lt;/p&gt;
&lt;p&gt;This merging behavior is the foundation of the NixOS module system that Terranix leverages. It allows you to split configuration
across multiple files, keeping things modular and organized. For example, you could have separate files
for system services, user configurations, and application-specific settings, and Nix will seamlessly combine them.&lt;/p&gt;
&lt;p&gt;Now that you understand how the module system works, let’s see how we can apply a similar approach to Terraform modules.&lt;/p&gt;
&lt;h3 id=&#34;creating-a-basic-terraform-module&#34;&gt;Creating a Basic Terraform Module
&lt;/h3&gt;&lt;p&gt;A Terraform module in Nix is essentially a &lt;code&gt;default.nix&lt;/code&gt; file that defines the configuration for a specific
resource or group of resources. Here’s an example of a basic Terraform module for creating S3 buckets:&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;&lt;code&gt;default.nix&lt;/code&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;provider&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;aws&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;region&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;us-east-1&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;resource&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;aws_s3_bucket&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;example&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;bucket&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;example-bucket&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;acl&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;private&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;tags&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;Name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;example-bucket&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;Environment&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;production&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This file defines a module for configuring S3 buckets, specifying attributes like the region, bucket
name, and tags. When imported into a larger configuration, this module integrates seamlessly with others,
leveraging Nix&amp;rsquo;s merging mechanism to ensure consistency and flexibility.&lt;/p&gt;
&lt;p&gt;By structuring Terraform modules like this, you can easily reuse and combine them to create more complex
infrastructure configurations while keeping everything clean and maintainable. To include these modules
in your &lt;code&gt;cloud-infrastructure&lt;/code&gt; package discussed earlier, simply add them to the &lt;code&gt;modules&lt;/code&gt; list.&lt;/p&gt;
&lt;p&gt;While this approach is effective, there’s room for improvement. In the next section, I’ll show how we
can refine and enhance this process.&lt;/p&gt;
&lt;h3 id=&#34;using-options-to-customize-modules&#34;&gt;Using Options to Customize Modules
&lt;/h3&gt;&lt;p&gt;One drawback of the simple module above is that it doesn&amp;rsquo;t allow customization—every time we use it,
the bucket name would always be &lt;code&gt;example-bucket&lt;/code&gt;. Wouldn’t it be great if we could parameterize the name?
Well, we can!&lt;/p&gt;
&lt;p&gt;One of the most powerful features of the NixOS module system is the ability to define &lt;strong&gt;options&lt;/strong&gt;. Options
provide a consistent interface for configuring modules, allowing users to customize behavior without
modifying the module’s internals. This flexibility makes modules reusable and adaptable to different
use cases.&lt;/p&gt;
&lt;p&gt;Let’s dive into how options work and how you can use them to make your Terraform modules more customizable
and user-friendly.&lt;/p&gt;
&lt;h4 id=&#34;how-do-i-create-options&#34;&gt;How do I create Options?
&lt;/h4&gt;&lt;p&gt;Options are configuration parameters enriched with metadata that define how a module behaves. They specify:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Name&lt;/strong&gt;: The key used to set the value in your configuration.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Type&lt;/strong&gt;: The expected data type (e.g., string, boolean, list).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Default Value&lt;/strong&gt;: A fallback value applied if none is explicitly provided.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Description&lt;/strong&gt;: A brief explanation of the option’s purpose.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;By defining options, you provide a clear and consistent interface for users, making modules easier to
configure and integrate into projects.&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Note:&lt;/strong&gt; You can set the &lt;code&gt;default&lt;/code&gt; value of an option to depend on other parts of your configuration.
This allows modules to work seamlessly together by default while still enabling customization for scenarios
that require deviations from the standard setup. Additionally, modules can enable dependent modules automatically,
ensuring that all necessary dependencies are configured without manual intervention.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h4 id=&#34;defining-options-in-a-terraform-module&#34;&gt;Defining Options in a Terraform Module
&lt;/h4&gt;&lt;p&gt;Here’s an example of how to define options in a Terraform module for managing S3 buckets:&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;&lt;code&gt;default.nix&lt;/code&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;25
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;26
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;27
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;28
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;29
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;with&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;options&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;aws&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;storage&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;s3&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mkOption&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;type&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;types&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;bool&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;default&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;false&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;description&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Enable or disable S3 bucket creation.&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;region&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mkOption&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;type&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;types&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;str&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;default&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;us-east-1&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;description&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;The AWS region for the S3 buckets.&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;buckets&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mkOption&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;type&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;types&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;listOf&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;types&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;str&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;default&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;description&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;List of S3 bucket names to create.&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;tags&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mkOption&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;type&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;types&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;attrsOf&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;types&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;str&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;default&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;description&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Tags to apply to all S3 buckets.&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This example defines several options:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;enable&lt;/code&gt;: A boolean to toggle bucket creation.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;region&lt;/code&gt;: A string specifying the AWS region.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;buckets&lt;/code&gt;: A list of bucket names.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;tags&lt;/code&gt;: A set of key-value pairs for tagging the buckets.&lt;/li&gt;
&lt;/ul&gt;
&lt;h4 id=&#34;using-options-to-customize-modules-1&#34;&gt;Using Options to Customize Modules
&lt;/h4&gt;&lt;p&gt;To use the option, we can refer back to &lt;a class=&#34;link&#34; href=&#34;#terranix-nix&#34; &gt;our example above&lt;/a&gt;, where we defined an S3 bucket
and a Lambda job. It&amp;rsquo;s important to note that the option path &lt;code&gt;options.aws.storage.s3&lt;/code&gt; maps to the module
&lt;code&gt;aws.storage.s3&lt;/code&gt;. While this mapping has no hard relationship to the file’s physical location, maintaining
a folder structure consistent with the module path is helpful for organization and clarity.&lt;/p&gt;
&lt;p&gt;This configuration allows us to customize the module by:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Enabling S3 bucket creation.&lt;/li&gt;
&lt;li&gt;Creating an S3 bucket named &lt;code&gt;initech-tps-reports-bucket&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;Defining Lambda functions with environment variables linked to the S3 buckets.&lt;/li&gt;
&lt;/ul&gt;
&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Note:&lt;/strong&gt; If you examine the &lt;code&gt;./modules/terraform/aws/lambda/pdf-ocr&lt;/code&gt; module, you’ll notice that the
&lt;code&gt;initech-output-bucket&lt;/code&gt; is automatically created because the &lt;code&gt;s3&lt;/code&gt; module is invoked within the &lt;code&gt;pdf-ocr &lt;/code&gt; module. This modular design keeps related configurations interconnected and manageable.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h2 id=&#34;integration-with-the-nix-ecosystem&#34;&gt;Integration with the Nix Ecosystem
&lt;/h2&gt;&lt;p&gt;Using Nix to generate Terraform configurations makes it easy to integrate components already packaged
with Nix. A great example of this is the Lambda job from &lt;a class=&#34;link&#34; href=&#34;#terranix-nix&#34; &gt;our example above&lt;/a&gt;.&lt;/p&gt;
&lt;p&gt;The Lambda job uses a Python script run from within a container, which is packaged and built by Nix.
This integration combines custom Nix functions with Terraform’s &lt;code&gt;null_resource&lt;/code&gt; module, allowing Terraform
to execute arbitrary shell scripts during deployment. This tight coupling enables seamless integration
between Nix and Terraform.&lt;/p&gt;
&lt;h3 id=&#34;how-the-integration-works&#34;&gt;How the Integration Works:
&lt;/h3&gt;&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Build the Container Image:&lt;/strong&gt; Nix builds the Lambda container image as a &lt;code&gt;tar&lt;/code&gt; file.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Push to AWS Registry:&lt;/strong&gt; A custom script pushes the container to a registry accessible by AWS, set
up via Terraform.&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;Here’s an example Nix configuration for the &lt;code&gt;null_resource&lt;/code&gt; module:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;resource&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;null_resource&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;provisioner&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;local-exec&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;c1&#34;&gt;# ****************************************************************** #&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;c1&#34;&gt;# This generates the shell script to push the image to the registry. #&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;c1&#34;&gt;# ****************************************************************** #&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;command&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;build-push-lambda-image&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;cfg&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;job&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;/bin/build-push &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;resource&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;aws_ecr_repository&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;cfg&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;job&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;registry-name&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;repository_url&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;c1&#34;&gt;# ****************************************************************** #&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;depends_on&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;aws_ecr_repository.&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;cfg&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;job&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;registry-name&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;triggers&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;always_run&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;registry_url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;resource&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;aws_ecr_repository&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;cfg&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;job&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;registry-name&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;repository_url&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;c1&#34;&gt;# ****************************************************************** #&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;c1&#34;&gt;# This ensures the image is pushed only when its hash changes.        #&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;c1&#34;&gt;# ****************************************************************** #&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;package_hash&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lambdaImageTag&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;cfg&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;job&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;key-points&#34;&gt;Key Points:
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Shell Script Generation:&lt;/strong&gt; The &lt;code&gt;build-push-lambda-image&lt;/code&gt; function generates a script that pushes
the container to a registry. The &lt;code&gt;repository_url&lt;/code&gt; is dynamically retrieved from the &lt;code&gt;aws_ecr_repository&lt;/code&gt;
attribute defined in Terraform.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Efficient Updates:&lt;/strong&gt; Using &lt;code&gt;package_hash&lt;/code&gt;, the container is only pushed when its content changes,
ensuring efficiency and avoiding unnecessary redeployments.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Tightly Integrated Workflow:&lt;/strong&gt; Nix builds the container image and Terraform deploys it in a single,
unified workflow.&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;This approach streamlines cloud infrastructure deployment. No longer do you need separate steps to build
a container and then deploy it with Terraform—everything is integrated, leading to greater efficiency.&lt;/p&gt;
&lt;p&gt;But it doesn’t stop with Lambda jobs. The same logic can apply to:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;EC2 Deployments:&lt;/strong&gt; Create an AMI using Nix flakes, deploy it to AWS, and launch EC2 instances.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Long-Running EC2 Instances:&lt;/strong&gt; Deploy a NixOS configuration directly to EC2 instances to manage them
beyond their base image.&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;With Nix, you can manage your entire cloud infrastructure and application stack from a single configuration,
making integration testing, deployment, and maintenance more efficient and easier to manage.&lt;/p&gt;
&lt;p&gt;In future posts, I’ll show how this pattern can be extended to EC2 instances. For now, that’s beyond
the scope of this post, but the possibilities with Nix and Terraform are nearly limitless.&lt;/p&gt;
&lt;h2 id=&#34;understanding-terranixs-nuances&#34;&gt;Understanding Terranix&amp;rsquo;s Nuances
&lt;/h2&gt;&lt;p&gt;For the most part, translating Terraform configurations into Terranix expressions is straightforward.
However, accessing attributes from Terraform resources or data sources within Terranix can initially
seem unclear.&lt;/p&gt;
&lt;p&gt;This issue has been discussed in an &lt;a class=&#34;link&#34; href=&#34;https://github.com/terranix/terranix/issues/7&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;open issue on the Terranix GitHub repository&lt;/a&gt;
and in a &lt;a class=&#34;link&#34; href=&#34;https://github.com/terranix/terranix/pull/59&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;related pull request&lt;/a&gt;. While the process is relatively
simple, it is not well-documented, which can cause confusion for new users.&lt;/p&gt;
&lt;p&gt;To access an attribute, you call it as a function. For example:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;data&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;aws_iam_policy_document&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;assume_role&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;json&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;In this example, the &lt;code&gt;json&lt;/code&gt; attribute is retrieved from the &lt;code&gt;aws_iam_policy_document.assume_role&lt;/code&gt; data
source. This syntax makes it easy to extract specific details from a resource, but understanding this
pattern is essential to using Terranix effectively.&lt;/p&gt;
&lt;h3 id=&#34;important-note&#34;&gt;Important Note:
&lt;/h3&gt;&lt;p&gt;One key discovery is that fetching an attribute like the example above must be done in the &lt;strong&gt;module scope&lt;/strong&gt;,
not at the &lt;strong&gt;library function level&lt;/strong&gt;. For instance, you cannot create a library function containing
something like:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;data&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;aws_iam_policy_document&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;assume_role&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;json&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This will fail when called elsewhere. This limitation is why the functions I use in the &lt;code&gt;null_resource&lt;/code&gt;
are structured as they are, rather than being abstracted into simple wrapper functions. While this
may seem less tidy, it ensures compatibility with how Terranix handles configurations and attributes.&lt;/p&gt;
&lt;h3 id=&#34;breaking-down-my-terranix-library-functions&#34;&gt;Breaking Down My Terranix Library Functions
&lt;/h3&gt;&lt;p&gt;This section provides an overview of the custom library functions I created for integrating Terranix
with a Snowfall-based flake. These functions help streamline the process of discovering and using Terraform
modules, generating configurations, and deploying infrastructure.&lt;/p&gt;
&lt;hr&gt;
&lt;h4 id=&#34;finddefaultnixfiles&#34;&gt;&lt;strong&gt;&lt;code&gt;findDefaultNixFiles&lt;/code&gt;&lt;/strong&gt;
&lt;/h4&gt;&lt;p&gt;This function scans a directory recursively to find all &lt;code&gt;default.nix&lt;/code&gt; files, making it easier to organize
and discover Terraform/Terranix modules. It’s particularly useful for managing modules under a
&lt;code&gt;./modules/terraform&lt;/code&gt; structure.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;findDefaultNixFiles&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;path&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;scanDir&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;dir&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;entries&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;readDir&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;dir&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;files&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;filter&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;            &lt;span class=&#34;k&#34;&gt;let&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;entry&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;entries&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;            &lt;span class=&#34;k&#34;&gt;in&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;entry&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;==&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;regular&amp;#34;&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;&amp;amp;&amp;amp;&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;match&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;.*default&lt;/span&gt;&lt;span class=&#34;se&#34;&gt;\\&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;.nix$&amp;#34;&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;!=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;null&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;attrNames&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;entries&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;);&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;filePaths&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;map&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;file&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dir&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;/&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;file&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;files&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;subDirs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;filter&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;let&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;entry&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;entries&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;in&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;entry&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;==&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;directory&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;attrNames&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;entries&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;);&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;subDirPaths&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;concatLists&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;map&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;subDir&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;scanDir&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dir&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;/&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;subDir&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;subDirs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;);&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;k&#34;&gt;in&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;filePaths&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;++&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;subDirPaths&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;in&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;scanDir&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;path&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This function currently exports the list of file paths, which can be imported into other flakes. While
I’d like to make the modules indexable like &lt;code&gt;nixosConfigurations&lt;/code&gt;, this functionality remains a work
in progress.&lt;/p&gt;
&lt;p&gt;Example usage in the flake output:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;outputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;snowfall-lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkLib&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;snowfall&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;title&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Initech Demo Codebase&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;namespace&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;in&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkFlake&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;terranixModule&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;modules&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;findDefaultNixFiles&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./modules/terraform&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h4 id=&#34;mkterranixderivation&#34;&gt;&lt;strong&gt;&lt;code&gt;mkTerranixDerivation&lt;/code&gt;&lt;/strong&gt;
&lt;/h4&gt;&lt;p&gt;This function wraps the Terranix &lt;code&gt;terranixConfiguration&lt;/code&gt; function and adds utility scripts for Terraform
tasks such as building JSON configurations, applying changes, destroying resources, and creating S3 state buckets.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;25
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;26
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;27
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;28
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;29
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;30
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;31
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;32
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;33
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;34
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;35
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;36
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;37
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;mkTerranixDerivation&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;system&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;extraArgs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;?&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;modules&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;terraformConfiguration&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;terranix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;terranixConfiguration&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;system&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;extraArgs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;//&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;extraArgs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;modules&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;findDefaultNixFiles&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;../../modules/terraform&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;++&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;modules&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;tf-json&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellScriptBin&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;default&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cat &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;terraformConfiguration&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt; | &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;jq&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/jq
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;apply&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellScriptBin&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;apply&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      if [[ -e config.tf.json ]]; then rm -f config.tf.json; fi
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;terraformConfiguration&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt; config.tf.json \
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        &amp;amp;&amp;amp; &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;terraform&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/terraform init \
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        &amp;amp;&amp;amp; &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;terraform&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/terraform apply
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;destroy&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellScriptBin&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;destroy&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      if [[ -e config.tf.json ]]; then rm -f config.tf.json; fi
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;terraformConfiguration&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt; config.tf.json \
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        &amp;amp;&amp;amp; &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;terraform&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/terraform init \
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        &amp;amp;&amp;amp; &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;terraform&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/terraform destroy
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;create-state-bucket&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellScriptBin&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;create-state-bucket&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      BUCKET_NAME=&lt;/span&gt;&lt;span class=&#34;se&#34;&gt;&amp;#39;&amp;#39;$&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;{1:-&amp;#34;campground-state-bucket&amp;#34;}
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      AWS_REGION=&lt;/span&gt;&lt;span class=&#34;se&#34;&gt;&amp;#39;&amp;#39;$&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;{2:-&amp;#34;us-east-1&amp;#34;}
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      echo &amp;#34;Creating S3 bucket $BUCKET_NAME in $AWS_REGION...&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;awscli&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/aws s3api create-bucket \
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        --bucket &amp;#34;$BUCKET_NAME&amp;#34; \
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        --region &amp;#34;$AWS_REGION&amp;#34; \
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        $(if [ &amp;#34;$AWS_REGION&amp;#34; != &amp;#34;us-east-1&amp;#34; ]; then echo &amp;#34;--create-bucket-configuration LocationConstraint=$AWS_REGION&amp;#34;; fi)
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      echo &amp;#34;Bucket setup complete.&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;in&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;tf-json&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;//&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;apply&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;destroy&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;create-state-bucket&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h4 id=&#34;pushlambdatoaws&#34;&gt;&lt;strong&gt;&lt;code&gt;pushLambdaToAWS&lt;/code&gt;&lt;/strong&gt;
&lt;/h4&gt;&lt;p&gt;This function pushes a Docker image for a Lambda function to AWS Elastic Container Registry (ECR). It
handles Docker authentication, tagging, and pushing the image.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;pushLambdaToAWS&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lambdaImg&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;registryName&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;oci-program&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;?&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;docker&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;awsRegion&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;provider&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;aws&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;region&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;buildPushScript&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellScriptBin&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;build-push&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      echo &amp;#34;Logging in to &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;registryName&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;awscli&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/aws ecr get-login-password --region &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;awsRegion&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt; | \
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;docker&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/docker login --username AWS --password-stdin &amp;#34;$1&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      echo &amp;#34;Pushing the Docker image...&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;initech&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pushDockerImage&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;n&#34;&gt;dockerImage&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lambdaImg&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/push-docker-image --image-name=&amp;#34;$1&amp;#34; --tag=&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;lambdaImg&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;imageName&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;-latest&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;in&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;buildPushScript&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h2 id=&#34;conclusion&#34;&gt;Conclusion
&lt;/h2&gt;&lt;p&gt;In this post, we explored how to integrate Terranix into a Snowfall-based flake to bridge the gap between
Nix&amp;rsquo;s declarative system and Terraform&amp;rsquo;s infrastructure-as-code capabilities. By combining Nix&amp;rsquo;s modular
and reusable approach with Terranix, you can simplify infrastructure management, reduce redundancy, and
streamline your workflows.&lt;/p&gt;
&lt;p&gt;We covered the essentials of using Terranix, from creating basic configurations to leveraging options
for module customization. Additionally, we discussed advanced topics like integrating Nix-built artifacts
into Terraform workflows, such as Lambda functions or EC2 instances. These techniques demonstrate how
tightly coupling Nix and Terraform can yield a more efficient and maintainable infrastructure ecosystem.&lt;/p&gt;
&lt;p&gt;Terranix opens new possibilities for unifying application and infrastructure deployments under a single,
declarative framework. Whether you&amp;rsquo;re a seasoned Terraform user or new to Nix, this approach can make
managing cloud infrastructure more approachable and powerful.&lt;/p&gt;
&lt;p&gt;Looking ahead, I’ll continue exploring how Nix can further enhance cloud infrastructure management. In
future posts, we’ll delve into extending these concepts to EC2 deployments and other real-world scenarios.
Stay tuned for more insights in the &lt;em&gt;Nix in the Wild&lt;/em&gt; series!&lt;/p&gt;
&lt;p&gt;&lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/merge_requests/5&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;img src=&#34;https://blog.aicampground.com/p/taming-terraform-with-nix/mr.png&#34;
	width=&#34;1038&#34;
	height=&#34;128&#34;
	srcset=&#34;https://blog.aicampground.com/p/taming-terraform-with-nix/mr_hu_e7049668beb50f8d.png 480w, https://blog.aicampground.com/p/taming-terraform-with-nix/mr_hu_87003865dffe8975.png 1024w&#34;
	loading=&#34;lazy&#34;
	
	
		class=&#34;gallery-image&#34; 
		data-flex-grow=&#34;810&#34;
		data-flex-basis=&#34;1946px&#34;
	
&gt;&lt;/a&gt;&lt;/p&gt;
</description>
        </item>
        <item>
        <title>Setting Up Authentik and Netbird with Nix</title>
        <link>https://blog.aicampground.com/p/setting-up-authentik-and-netbird-with-nix/</link>
        <pubDate>Wed, 01 Jan 2025 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/setting-up-authentik-and-netbird-with-nix/</guid>
        <description>&lt;img src="https://blog.aicampground.com/p/setting-up-authentik-and-netbird-with-nix/netbird-network-routes.png" alt="Featured image of post Setting Up Authentik and Netbird with Nix" /&gt;&lt;h1 id=&#34;netbird--authentik-setup&#34;&gt;Netbird &amp;amp; Authentik Setup
&lt;/h1&gt;&lt;p&gt;Setting up NetBird becomes straightforward once you know what you’re doing—but getting to that point
can be a pain. In case you’re not familiar, NetBird is an open-source, peer-to-peer VPN solution that
simplifies secure network connectivity. It uses WireGuard for encrypted communication and includes a
central management platform for configuration and access control. NetBird requires an identity provider,
and I chose &lt;a class=&#34;link&#34; href=&#34;https://goauthentik.io/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Authentik&lt;/a&gt; because &lt;a class=&#34;link&#34; href=&#34;https://www.keycloak.org/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Keycloak&lt;/a&gt; was
a total pain in the butt to set up and configure. Besides, Authentik is pretty neat and gets the job
done without the hassle.&lt;/p&gt;
&lt;h2 id=&#34;authentik&#34;&gt;Authentik
&lt;/h2&gt;&lt;p&gt;The first step is to install Authentik. If you’re using my [dotfiles](&lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/usmcamp0811/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;https://gitlab.com/usmcamp0811/&lt;/a&gt;
dotfiles.git), this should be as simple as enabling it in your system’s configuration file. The module
is pretty straightforward and primarily leverages the stock service provided by
&lt;code&gt;github:nix-community/authentik-nix&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;To get it up and running, a few secrets are required. I manage these the same way I handle all my secrets
—using Vault and Vault-Agent to ensure they’re placed in the correct locations on the server. This process
is streamlined with a helper service I created, called &lt;code&gt;authentikSecrets&lt;/code&gt;, which takes care of moving
the secrets where they need to be. Why? Because Authentik has five different services that all seem to
rely on the secrets—or at least might, who really knows?&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;25
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;26
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;27
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;28
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;services&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;authentik&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;environmentFile&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;authentikDir&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;/environmentFile&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;settings&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;disable_startup_analytics&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;avatars&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;cfg&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;avatars&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;systemd&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;services&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;authentikSecrets&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;description&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Get Authentik Secrets&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;serviceConfig&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;Type&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;oneshot&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;User&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;root&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;script&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    mkdir -p &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;authentikDir&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;coreutils&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/cp /tmp/detsys-vault/environmentFile &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;authentikDir&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/environmentFile
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;wantedBy&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;multi-user.target&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;before&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;s2&#34;&gt;&amp;#34;authentik-migrate.service&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;s2&#34;&gt;&amp;#34;authentik-worker.service&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;s2&#34;&gt;&amp;#34;authentik.service&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;s2&#34;&gt;&amp;#34;authentik-ldap.service&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;s2&#34;&gt;&amp;#34;authentik-radius.service&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;I generated the &lt;code&gt;AUTHENTIK_SECRET_KEY&lt;/code&gt; using a secure random generator, such as &lt;code&gt;openssl rand -base64 32&lt;/code&gt;
or &lt;code&gt;python -c &amp;quot;import secrets; print(secrets.token_urlsafe(32))&amp;quot;&lt;/code&gt;. Other required secrets are primarily
for configuring Authentik to send emails to users. In the future, I plan to explore fully automating
the setup of users and applications from an existing Authentik configuration. For now, this approach
works—stay tuned for a follow-up post where I’ll dive deeper into this process!&lt;/p&gt;
&lt;h3 id=&#34;configuring-authentik&#34;&gt;Configuring Authentik
&lt;/h3&gt;&lt;p&gt;As noted earlier, configuring Authentik is a relatively straightforward process, especially when compared
to the complexities of Keycloak. To establish the foundational setup, start by creating a user in the
admin interface under &lt;code&gt;Directory&lt;/code&gt; → &lt;code&gt;Users&lt;/code&gt;. Next, navigate to the &lt;code&gt;Applications&lt;/code&gt; section to define applications
, ensuring the correct provider and credentials are configured. For integrating with NetBird, I followed
&lt;a class=&#34;link&#34; href=&#34;https://docs.goauthentik.io/integrations/services/netbird/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;AuthentiK&amp;rsquo;s official documentation&lt;/a&gt; and &lt;a class=&#34;link&#34; href=&#34;https://docs.netbird.io/selfhosted/identity-providers#authentik&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Netbird&amp;rsquo;s official documentation&lt;/a&gt;, which
was clear and easy to follow. To manage secrets, such as the service account password, I store them in
Vault under the NetBird KV, as they are currently only used for this integration.&lt;/p&gt;
&lt;h2 id=&#34;netbird&#34;&gt;Netbird
&lt;/h2&gt;&lt;p&gt;As with most new tools, setting up Netbird with Nix involved some trial and error despite finding a few
examples online. While the documentation for Netbird provided a solid overview of its functionality,
the specifics of each subservice were not entirely clear—and, to be honest, they still aren&amp;rsquo;t. However,
I’ve learned enough to get things running smoothly for now.&lt;/p&gt;
&lt;p&gt;The &lt;strong&gt;Management&lt;/strong&gt; service stands out as the most critical component. It uses &lt;code&gt;gRPC&lt;/code&gt; and &lt;code&gt;TCP&lt;/code&gt; protocols
and listens on a specific path rather than a subdomain. Similarly, the &lt;strong&gt;Signal&lt;/strong&gt; service operates using
path prefixing rather than subpathing, much like the Management service. The &lt;strong&gt;Dashboard&lt;/strong&gt;, on the other
hand, was a bit confusing. In the Nix module, it doesn’t have its own dedicated port, instead piggybacking
on the Management service.&lt;/p&gt;
&lt;p&gt;Lastly, there’s the &lt;strong&gt;Coturn&lt;/strong&gt; service, which appears to be optional but is recommended for better connectivity.
I haven’t managed to get this fully functional yet, likely due to a configuration issue with my router.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Update&lt;/strong&gt;:
It turns out that the &lt;code&gt;coturn&lt;/code&gt; server is required for things to be able to successfully connect. These are the ports you
need to make happen on your router unless you modified your server to listen on different ports.&lt;/p&gt;
&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th&gt;&lt;strong&gt;Port&lt;/strong&gt;&lt;/th&gt;
          &lt;th&gt;&lt;strong&gt;Protocol&lt;/strong&gt;&lt;/th&gt;
          &lt;th&gt;&lt;strong&gt;Purpose&lt;/strong&gt;&lt;/th&gt;
          &lt;th&gt;&lt;strong&gt;Required&lt;/strong&gt;&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;strong&gt;443&lt;/strong&gt;&lt;/td&gt;
          &lt;td&gt;TCP&lt;/td&gt;
          &lt;td&gt;NetBird Management Plane (HTTPS communication)&lt;/td&gt;
          &lt;td&gt;Yes&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;strong&gt;51820&lt;/strong&gt;&lt;/td&gt;
          &lt;td&gt;UDP&lt;/td&gt;
          &lt;td&gt;WireGuard (Peer-to-Peer Data Communication)&lt;/td&gt;
          &lt;td&gt;Yes&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;strong&gt;3478&lt;/strong&gt;&lt;/td&gt;
          &lt;td&gt;UDP/TCP&lt;/td&gt;
          &lt;td&gt;STUN/TURN (Primary communication for NAT traversal)&lt;/td&gt;
          &lt;td&gt;Yes (CoTURN)&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;strong&gt;3479&lt;/strong&gt;&lt;/td&gt;
          &lt;td&gt;UDP/TCP&lt;/td&gt;
          &lt;td&gt;STUN/TURN (Alternate communication for redundancy)&lt;/td&gt;
          &lt;td&gt;Optional (CoTURN)&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;strong&gt;5349&lt;/strong&gt;&lt;/td&gt;
          &lt;td&gt;UDP/TCP&lt;/td&gt;
          &lt;td&gt;TURN (Secure communication with TLS)&lt;/td&gt;
          &lt;td&gt;Yes (CoTURN)&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;strong&gt;49152–65535&lt;/strong&gt;&lt;/td&gt;
          &lt;td&gt;UDP&lt;/td&gt;
          &lt;td&gt;Ephemeral Ports (Peer-to-Peer Communication via NAT)&lt;/td&gt;
          &lt;td&gt;Yes (Dynamic Use Case)&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;strong&gt;5350&lt;/strong&gt;&lt;/td&gt;
          &lt;td&gt;UDP&lt;/td&gt;
          &lt;td&gt;NAT-PMP (Dynamic Port Mapping on routers, if applicable)&lt;/td&gt;
          &lt;td&gt;Optional (if enabled)&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;h3 id=&#34;cloudflare-proxy-considerations&#34;&gt;Cloudflare Proxy Considerations
&lt;/h3&gt;&lt;p&gt;If you are using Cloudflare as a proxy, you need to enable the &lt;strong&gt;gRPC passthrough&lt;/strong&gt; option for the Management
service to function correctly. For details on how to enable this, refer to &lt;a class=&#34;link&#34; href=&#34;https://developers.cloudflare.com/network/grpc-connections/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Cloudflare&amp;rsquo;s gRPC passthrough
documentation&lt;/a&gt;. Without this configuration, gRPC traffic will not be routed properly through Cloudflare.&lt;/p&gt;
&lt;p&gt;When putting Netbird behind Traefik, many guides suggest additional routes and configurations. However,
the Nixpkgs team has simplified this by bundling a robust Nginx configuration with the service. By
enabling Nginx in the Nix module and pointing Traefik to the correct host and port, everything should
work seamlessly without needing extra proxy configurations.&lt;/p&gt;
</description>
        </item>
        <item>
        <title>How to stand-up Vault with NixOS</title>
        <link>https://blog.aicampground.com/p/how-to-stand-up-vault-with-nixos/</link>
        <pubDate>Sat, 07 Dec 2024 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/how-to-stand-up-vault-with-nixos/</guid>
        <description>&lt;img src="https://blog.aicampground.com/p/how-to-stand-up-vault-with-nixos/vault-login.png" alt="Featured image of post How to stand-up Vault with NixOS" /&gt;&lt;h1 id=&#34;how-to-stand-up-vault-in-a-new-environment&#34;&gt;How to stand-up Vault in a New Environment
&lt;/h1&gt;&lt;p&gt;This tutorial is how to create a new system and install Vault on it so that
we can get other systems to work. This will assume that all that has been
installed is a blank NixOS system, real or virtual. This also assumes
you are using &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/usmcamp0811/dotfiles.git&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;this repo&lt;/a&gt; or at least a fork or some derivation of this repo.&lt;/p&gt;
&lt;h2 id=&#34;step-1-deploy-barebones-archetype&#34;&gt;Step 1. Deploy Barebones Archetype
&lt;/h2&gt;&lt;p&gt;If this is a new system that doesn&amp;rsquo;t already exist in these dotfiles then
we need to create it in &lt;code&gt;./systems/x86_64-linux/&amp;lt;system hostname&amp;gt;&lt;/code&gt; or
if its not &lt;code&gt;x86_64-linux&lt;/code&gt; use the correct architecture name. I have a
template for this scenario. After creating the directory just &lt;code&gt;cd&lt;/code&gt;
into it and run:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-sh&#34; data-lang=&#34;sh&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix flake init --template gitlab:usmcamp0811/dotfiles#new-system
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# or if its an Azure VM or some other Virtual Machine maybe try&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix flake init --template gitlab:usmcamp0811/dotfiles#new-azure-vm
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;blockquote&gt;
&lt;p&gt;Note: You can probably add &lt;code&gt;campground.services.vault&lt;/code&gt; to the system
config now otherwise after you deploy add it and deploy again.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;To deploy the system we can use &lt;code&gt;deploy-rs&lt;/code&gt; to get the system config to
the new machine. This is super useful if your system is slow such as when
its a 2 threaded VM. I have a Nix shell I have created that should have
all the things you need already pre-loaded into it. The rest of this
tutorial will assume you are in it. To activate this shell just run the
following command:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-sh&#34; data-lang=&#34;sh&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix develop gitlab:usmcamp0811/dotfiles#deploy-shell
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Deploying Barebones config (+ Vault):&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-fallback&#34; data-lang=&#34;fallback&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;deploy --hostname &amp;lt;ip|hostname&amp;gt; --skip-checks /location/of/flake#&amp;lt;new system hostname&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;blockquote&gt;
&lt;p&gt;NOTE: If you have problems with the deploy command you may want to try running
it with &lt;code&gt;--ssh-user &amp;lt;your user on the remote machine&amp;gt;&lt;/code&gt;. This is because my
flake defaults to &lt;code&gt;root&lt;/code&gt; and as seen &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/usmcamp0811/dotfiles/-/blob/nixos/lib/deploy/default.nix?ref_type=heads#L46&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;here&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h2 id=&#34;step-2-initialize--unseal-vault&#34;&gt;Step 2. Initialize &amp;amp; Unseal Vault
&lt;/h2&gt;&lt;p&gt;Excellent! You now have a new system running. Now lets get Vault setup. I am
assuming you deployed Vault to the system above. The following can be run
in the &lt;code&gt;deploy-shell&lt;/code&gt; anywhere that can reach the newly deployed Vault.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-sh&#34; data-lang=&#34;sh&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# to see options pass&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# init-vault --help&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;init-vault
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;blockquote&gt;
&lt;p&gt;NOTE: If you are running this anywhere other than on the system that has Vault
running on it you &lt;strong&gt;MUST&lt;/strong&gt; set &lt;code&gt;VAULT_ADDR&lt;/code&gt; with the correct location of Vault.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;This script will initialize Vault with a single root token and a single unseal key, which are necessary
for managing and accessing the Vault. The unseal key is required to &amp;ldquo;unlock&amp;rdquo; the Vault after it starts,
enabling it to decrypt and serve stored secrets, while the root token provides full administrative
access. The &lt;code&gt;init-vault&lt;/code&gt; script will securely save these credentials to predefined or user-specified
file paths, ensuring they are available for future use. Once initialized, the script will automatically
unseal the Vault, making it ready to store and retrieve secrets. This simplifies the process of setting
up Vault in a new environment and ensures it is properly configured for secure operations. You are
free to re-key the Vault at anytime if your security posture changes and desire more than a single
root token.&lt;/p&gt;
&lt;h2 id=&#34;step-3-accessing-vault-ui-and-configuring-vault&#34;&gt;Step 3. Accessing Vault UI and Configuring Vault
&lt;/h2&gt;&lt;p&gt;Now that Vault has been initialized we probably want to be able to access our Vault from
the WebUI. By default in my config it can be reached from &lt;code&gt;http://0.0.0.0:8200&lt;/code&gt; but if you
passed different options to the module when enabling it in your new system, you should use
that &lt;code&gt;hostname&lt;/code&gt; or &lt;code&gt;ip&lt;/code&gt;. In other tutorials I will cover how to setup Traefik so we
can use more human readable addresses.&lt;/p&gt;
&lt;h3 id=&#34;vault-ui&#34;&gt;Vault UI
&lt;/h3&gt;&lt;p&gt;&lt;strong&gt;In a web browser&lt;/strong&gt; navigate to &lt;a class=&#34;link&#34; href=&#34;http://new-server-ip:8200&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;http://new-server-ip:8200&lt;/a&gt;. If
everything went well you should be presented with the Vault Login page that looks something
like this:&lt;/p&gt;
&lt;p&gt;&lt;img src=&#34;https://blog.aicampground.com/p/how-to-stand-up-vault-with-nixos/vault-login.png&#34;
	width=&#34;1126&#34;
	height=&#34;840&#34;
	srcset=&#34;https://blog.aicampground.com/p/how-to-stand-up-vault-with-nixos/vault-login_hu_89bcf5b66e6f2d2c.png 480w, https://blog.aicampground.com/p/how-to-stand-up-vault-with-nixos/vault-login_hu_1e8f5ac443808a5.png 1024w&#34;
	loading=&#34;lazy&#34;
	
		alt=&#34;Vault Login&#34;
	
	
		class=&#34;gallery-image&#34; 
		data-flex-grow=&#34;134&#34;
		data-flex-basis=&#34;321px&#34;
	
&gt;&lt;/p&gt;
&lt;p&gt;Use your root token, found by default at &lt;code&gt;/var/lib/vault/root-token&lt;/code&gt;, to login.
Once in you can create your KV stores how ever you would like. I have mine setup
with a KV version 2 store at &lt;code&gt;secret/campground&lt;/code&gt;. You don&amp;rsquo;t need the UI to do this
it can be done with the following shell command, done somewhere that has &lt;code&gt;VAULT_ADDR&lt;/code&gt;
set correctly and is logged into Vault.&lt;/p&gt;
&lt;h3 id=&#34;adding-secrets-with-the-cli&#34;&gt;Adding Secrets with the CLI
&lt;/h3&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-sh&#34; data-lang=&#34;sh&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# in nix develop gitlab:usmcamp0811/dotfiles#deploy-shell&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;export&lt;/span&gt; &lt;span class=&#34;nv&#34;&gt;VAULT_ADDR&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;http://my-new-hostname:8200
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;vault login
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# provide root token&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;vault secrets &lt;span class=&#34;nb&#34;&gt;enable&lt;/span&gt; -path&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;secret/mydomain -version&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;m&#34;&gt;2&lt;/span&gt; kv
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# confirm its creation&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;vault secrets list
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# add secrets&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;vault kv put secret/mydomain/mysecret &lt;span class=&#34;nv&#34;&gt;key1&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;value1 &lt;span class=&#34;nv&#34;&gt;key2&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;value2
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;⚠️ WARNING:&lt;/strong&gt; Secrets entered via the Vault CLI may be saved in your shell history.
To protect sensitive data, consider using environment variables or other secure methods
to input secrets.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h3 id=&#34;adding-policies&#34;&gt;Adding Policies
&lt;/h3&gt;&lt;p&gt;Adding policies to your running Vault is effortless if you use the &lt;code&gt;policy-agent&lt;/code&gt; option
and you place all your policies into a folder in the system config directory. Doing this
will run a simple script to add all the policies whenever you update the config. I suggest
the following settings when enabling &lt;code&gt;vault&lt;/code&gt;:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;campground&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;services&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;vault&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;ui&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;storage&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;backend&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;file&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;path&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;/persist/vault&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;c1&#34;&gt;# This is the secret sauce to get all `*.hcl` files in the `./vault/policies` folder&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;c1&#34;&gt;# The path is relative to the system&amp;#39;s `default.nix`.&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;policies&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;foldl&amp;#39;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;policies&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;file&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;policies&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;//&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;snowfall&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;path&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;get-file-name-without-extension&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;file&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;file&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;})&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;filter&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;snowfall&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;path&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;has-file-extension&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;hcl&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;map&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;path&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;sr&#34;&gt;./vault/policies&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;+&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;/&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;baseNameOf&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;unsafeDiscardStringContext&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;path&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;snowfall&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;fs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;get-files&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./vault/policies&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)));&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;The &lt;code&gt;admin.hcl&lt;/code&gt; files should look something like the following:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-hcl&#34; data-lang=&#34;hcl&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;path&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;*&amp;#34;&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;	capabilities&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;create&amp;#34;, &amp;#34;list&amp;#34;, &amp;#34;read&amp;#34;, &amp;#34;update&amp;#34;, &amp;#34;delete&amp;#34;, &amp;#34;patch&amp;#34;, &amp;#34;sudo&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;blockquote&gt;
&lt;p&gt;NOTE: The filename becomes the policy name.&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;You can still add policies through the UI or CLI but depending how you set &lt;code&gt;campground.services.vault.mutable-policies&lt;/code&gt;
these may be overwritten whenever you redeploy the system. I recommend disabling the &lt;code&gt;mutable-policies&lt;/code&gt; and simply relying
on the &lt;code&gt;policy-agent&lt;/code&gt; to manage your policies because this means you can version your policies along side your system config.&lt;/p&gt;
&lt;h2 id=&#34;step-4-creating-approles&#34;&gt;Step 4. Creating Approles
&lt;/h2&gt;&lt;p&gt;At this point we should have Vault running, secrets created and policies define for those secrets.
Now we need to create some approles so that we can have unattended processes/systems
get secrets from our Vault in a secure manner. Hashi Corps has good &lt;a class=&#34;link&#34; href=&#34;https://developer.hashicorp.com/vault/docs/auth/approle&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;documentation&lt;/a&gt;
explaining how to create approles, but I have some helper scripts I use to do pretty simply.
I suggest naming your approles the same as your system, but how you name your approles is
up to you.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-sh&#34; data-lang=&#34;sh&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# in nix develop gitlab:usmcamp0811/dotfiles#deploy-shell&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;create-approle my-new-system my-policy
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h2 id=&#34;step-5-configure-nixos-to-use-an-approle&#34;&gt;Step 5. Configure NixOS to use an Approle
&lt;/h2&gt;&lt;p&gt;We now have create an approle for our new system and assigned it a policy appropriate for the role
the server is going to serve. We just need to save the secrets somewhere on the new system
and tell our NixOS system config about them. The follow must be done on the server assigned
the new approle.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-sh&#34; data-lang=&#34;sh&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# in nix develop gitlab:usmcamp0811/dotfiles#deploy-shell&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;save-approle-secrets my-new-system
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Now that we have our approle saved to our system we can begin to enable the &lt;code&gt;campground.services.vault-agent&lt;/code&gt; service
on any and all of our systems. The &lt;code&gt;vault-agent&lt;/code&gt; service is a simple service that patches SystemD services
with secrets retrieved from Vault. This allows us to enable things on our system that might require passwords
or sensitive files without hard coding them in our git repo or have them get saved in our world readable Nix store.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# in your new system config&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;campground&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;services&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;vault-agent&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;settings&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;vault&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;address&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;http://my-vault-ip-or-hostname:8200&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;role-id&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;/var/lib/vault/&amp;lt;my-approle-name&amp;gt;/role-id&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;secret-id&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;/var/lib/vault/&amp;lt;my-approle-name/secret-id&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;⚠️ WARNING:&lt;/strong&gt; Make sure you put the correct &lt;code&gt;address&lt;/code&gt;, &lt;code&gt;role-id&lt;/code&gt; and &lt;code&gt;secret-id&lt;/code&gt;! If you don&amp;rsquo;t
it&amp;rsquo;s not entirely obvious it could take a long time trying to authenticate before
finally failing&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h2 id=&#34;migrating-from-file-backend-to-raft&#34;&gt;Migrating from &lt;code&gt;file&lt;/code&gt; backend to &lt;code&gt;raft&lt;/code&gt;
&lt;/h2&gt;&lt;p&gt;If you have deployed your Vault with a &lt;code&gt;file&lt;/code&gt; storage backend and you decided that you want to use a &lt;code&gt;raft&lt;/code&gt; backend
all is not lost! The migration is pretty simple. You just need to make a &lt;code&gt;hcl&lt;/code&gt; file that looks like this:&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;⚠️ WARNING:&lt;/strong&gt; Make sure you backup your Vault to avoid losing secrets&lt;/p&gt;
&lt;/blockquote&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-hcl&#34; data-lang=&#34;hcl&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# migrate.hcl
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;storage_source&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;file&amp;#34;&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;  path&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;/persist/vault/&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;storage_destination&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;raft&amp;#34;&lt;/span&gt; {
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;  path&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;/persist/vault-raft/&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;  node_id&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;vault-node-0&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;cluster_addr&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;http://127.0.0.1:8200&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Then just make sure to redeploy your NixOS config with the Vault having &lt;code&gt;raft&lt;/code&gt; enabled as the backend storage.
When the system finishes switching, stop Vault with &lt;code&gt;systemctl stop vault&lt;/code&gt;. Finally you can run:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-sh&#34; data-lang=&#34;sh&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;vault operator migrate --config migrate.hcl
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;When this finishes start the Vault &lt;code&gt;systemctl start vault&lt;/code&gt; then you should be able to &lt;code&gt;unseal&lt;/code&gt; the Vault
with your previous key(s) and login.&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;NOTE: As I was figuring this out I had to blow away the &lt;code&gt;/persist/vault-raft&lt;/code&gt; directory a couple times and
when I recreated it there were some permissions issues that had to be addressed so Vault could write a log
file. With any luck you wont have this problem but if you do just check &lt;code&gt;journactl&lt;/code&gt; it should give good
enough clues that can get you going.&lt;/p&gt;
&lt;/blockquote&gt;
</description>
        </item>
        <item>
        <title>Nix in the Wild: DRYing Out Your Codebase with Reusable Library Functions</title>
        <link>https://blog.aicampground.com/p/drying-out-your-codebase/</link>
        <pubDate>Mon, 26 Aug 2024 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/drying-out-your-codebase/</guid>
        <description>&lt;img src="https://blog.aicampground.com/p/drying-out-your-codebase/drying-out-nix-sm.png" alt="Featured image of post Nix in the Wild: DRYing Out Your Codebase with Reusable Library Functions" /&gt;&lt;h1 id=&#34;drying-out-your-codebase-with-reusable-library-functions&#34;&gt;DRYing Out Your Codebase with Reusable Library Functions
&lt;/h1&gt;&lt;p&gt;Welcome back! &lt;a class=&#34;link&#34; href=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Last time, we converted our Python projects into Nix
packages&lt;/a&gt; and built supporting
container images without needing to waste time recreating our environment in a &lt;code&gt;Dockerfile&lt;/code&gt;. Now,
if we scale our codebase to include multiple Python projects, and we want to ensure they all follow
a consistent approach—such as exporting a Docker image, and running PyTests—we might consider using a
&lt;a class=&#34;link&#34; href=&#34;https://www.cookiecutter.io/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Cookiecutter&lt;/a&gt;
template and requiring everyone to use it when creating new projects. But what happens when circumstances
inevitably change, and we need to update something in that template? As mentioned in previous posts,
this would mean modifying a lot of files.&lt;/p&gt;
&lt;p&gt;Fortunately, Nix is more than just a configuration language; it’s a fully functional programming
language. This allows us to write functions that can simplify these tasks. I could dive into concepts
like monads and purely functional programming, but I’ll spare you the detour. The approach you take to
writing and using utility functions for your organization is entirely up to you. In this post, I’ll share
some ideas and examples of how I’ve been using them to significantly simplify and standardize projects.&lt;/p&gt;
&lt;h2 id=&#34;managing-complexity-simplifying-verbose-nix-expressions&#34;&gt;Managing Complexity: Simplifying Verbose Nix Expressions
&lt;/h2&gt;&lt;p&gt;What’s the issue with the verbose nature of how we&amp;rsquo;ve done things? One advantage is that it offers full
control, and those familiar with Nix will understand what&amp;rsquo;s happening. These are valid reasons to maintain
the verbosity in our Nix expressions when packaging Python programs. However, whether to streamline the
code is entirely up to you and your organization. If we remember that each &lt;code&gt;default.nix&lt;/code&gt; is effectively
a single function, then it becomes relevant to consider how we manage complexity within those functions.&lt;/p&gt;
&lt;p&gt;Martin Fowler, a well-respected figure in software development, offers an insightful principle regarding
function length:&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;&amp;ldquo;If you have to spend effort figuring out what a fragment of code does, you
should extract it into a function and name it after that &amp;lsquo;what&amp;rsquo;.&amp;rdquo; — &lt;a class=&#34;link&#34; href=&#34;https://martinfowler.com/bliki/FunctionLength.html&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Martin
Fowler&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;Applying this approach can certainly help junior developers and those unfamiliar with Nix quickly
grasp what’s happening, making them more effective. It also helps standardize our projects, ensuring
consistency and centralized control across all our work.&lt;/p&gt;
&lt;h2 id=&#34;scaling-simplicity-creating-reusable-functions-for-standardized-nix-projects&#34;&gt;Scaling Simplicity: Creating Reusable Functions for Standardized Nix Projects
&lt;/h2&gt;&lt;p&gt;After discussing the complexity of managing verbosity in Nix expressions, it’s clear that encapsulating
common patterns into reusable functions is a key strategy for maintaining simplicity and consistency
across projects. Let’s now look at how we can take the principles of reusability and DRY (Don&amp;rsquo;t Repeat
Yourself) and apply them to standardize our Python projects.&lt;/p&gt;
&lt;p&gt;For example:&lt;/p&gt;
&lt;p&gt;&lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/blob/main/packages/projects/random_python_project/default.nix?ref_type=heads#L50&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;code&gt;./packages/projects/random_python_project/default.nix&lt;/code&gt;&lt;/a&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;random-python&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;stdenv&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkDerivation&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;random-python&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;phases&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;installPhase&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;installPhase&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      mkdir -p $out/src
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      mkdir -p $out/bin
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp -r $src/* $out/src
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;run-app&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/run-app $out/bin/random-python
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;run-tests&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/run-tests $out/src/run-tests
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;passthru&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;python&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;test&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;run-tests&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;container&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;container&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/blob/c044a794cd342991dc0b6643dfedec4657ea199a/packages/projects/pc_load_letter/default.nix#L56&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;code&gt;./packages/projects/pc_load_letter/default.nix&lt;/code&gt;&lt;/a&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;pc-load-letter&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;stdenv&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkDerivation&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;pc-load-letter&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;phases&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;installPhase&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;installPhase&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      mkdir -p $out/src
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      mkdir -p $out/bin
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      mkdir -p $out/etc
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp -r $src/* $out/src
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;app_ini&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt; $out/etc/api.ini
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;run-with-wsgi&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/run-app $out/bin/run-app-with-wsgi
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;run-tests&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/run-tests $out/src/run-tests
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;passthru&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;python&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;test&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;run-tests&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;container&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;container&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;mainProgram&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-app-with-wsgi&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;The goal is to create a function that abstracts away details like &lt;code&gt;run-tests&lt;/code&gt;, &lt;code&gt;container&lt;/code&gt;, and possibly
&lt;code&gt;python-env&lt;/code&gt;, as these are consistent across projects. Additionally, the function should return the
&lt;code&gt;mkDerivation&lt;/code&gt; with the &lt;code&gt;passthru&lt;/code&gt; section already included.&lt;/p&gt;
&lt;p&gt;In Nix, function definitions look like this: &lt;code&gt;functionName = x: x * 2&lt;/code&gt; for single arguments, or
&lt;code&gt;functionName = {arg1, arg2}: arg1 + arg2&lt;/code&gt; for multiple arguments. Default arguments use this syntax:
&lt;code&gt;arg1 ? &amp;quot;defaultValue&amp;quot;&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;To demonstrate, here’s a hypothetical example where we create a function that adds a text file to
every derivation, as one might want to have happen in a Cookiecutter template.&lt;/p&gt;
&lt;p&gt;First, we define the function and establish its arguments:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;example-text-file-function&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;installPhase&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;mainProgram&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Next, we create a &lt;code&gt;let ... in&lt;/code&gt; block where we define the example text file. This is where we handle all
the work that the function needs to perform. We can create files with Nix functions such as &lt;code&gt;writeTextFile&lt;/code&gt;
or we can import files from the file system.:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;myTextFile&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeTextFile&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;example.txt&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;text&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;This is some example text for the &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt; Project&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;someFile&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./some-file.yaml&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;in&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Finally, we output a derivation that uniformly adds the example text files to all derivations:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;stdenv&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkDerivation&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;example&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;phases&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;installPhase&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;installPhase&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;installPhase&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;o&#34;&gt;+&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;          mkdir -p $out/
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;          cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;myTextFile&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt; $out/example.txt
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;          cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;someFile&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt; $out/example.yaml
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mainProgram&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;If we now at our organization want to standardize our Python project in an opinionated way so that
they are uniform and our developer&amp;rsquo;s who may be less familiar with Nix can more easily focus
on the actual tasks of writing Python and not Nix, we can write a function that looks like the following.&lt;/p&gt;
&lt;h3 id=&#34;breaking-down-the-mkpythonderivation-function&#34;&gt;Breaking Down the &lt;code&gt;mkPythonDerivation&lt;/code&gt; Function
&lt;/h3&gt;&lt;p&gt;Now that we have a basic understanding of how we can write a function lets begin to write a more complex
function to simplify Python development at our organization. Let’s dive into what each part does:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Function Header and Arguments:&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;mkPythonDerivation&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;phases&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;?&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;installPhase&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;pypkgs-build-requirements&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;?&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;container&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;?&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;buildPhase&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;?&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&amp;#34;&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;installPhase&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;?&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&amp;#34;&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;?&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;We define the function with several customizable arguments. The key parameters include:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;pkgs&lt;/code&gt;: The package set, providing access to all the Nix packages.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;name&lt;/code&gt;: The name of the derivation also used to give a name to the container this creates.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;src&lt;/code&gt;: The source code directory where our &lt;code&gt;pyproject.toml&lt;/code&gt; is located.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;phases&lt;/code&gt;: By default, this includes only the &lt;code&gt;installPhase&lt;/code&gt;, but it’s configurable.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;pypkgs-build-requirements&lt;/code&gt;, &lt;code&gt;container&lt;/code&gt;, &lt;code&gt;buildPhase&lt;/code&gt;, &lt;code&gt;installPhase&lt;/code&gt;, and &lt;code&gt;meta&lt;/code&gt;: Optional
configurations to fine-tune how the derivation behaves. The defaults for these were
taken from what we had used in our previously in our Python packages and I think
are reasonable enough to work for most cases.&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Handling Container Defaults:&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;9
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;defaultContainer&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;tag&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;latest&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;contents&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;Entrypoint&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;/bin/python&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;finalContainer&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;defaultContainer&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;//&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;container&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;We define a &lt;code&gt;defaultContainer&lt;/code&gt; configuration, which ensures every Python project has a consistent
container setup. The final container is a merge of this default and any custom settings passed in
via the &lt;code&gt;container&lt;/code&gt; argument. &lt;em&gt;Note that the default container this creates returns a container with
just the project&amp;rsquo;s Python environment and will simply start a REPL.&lt;/em&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Overriding Poetry Dependencies:&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;p2n-overrides&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;poetry2nix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;defaultPoetryOverrides&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;extend&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;self&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;super&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mapAttrs&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;package&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;build-requirements&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;override&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;super&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;package&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;overridePythonAttrs&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;oldAttrs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;buildInputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;oldAttrs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;buildInputs&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;or&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;])&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;++&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;map&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;req&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;super&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;req&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;build-requirements&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;);&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;});&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;in&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;override&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pypkgs-build-requirements&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;);&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;We use &lt;code&gt;poetry2nix&lt;/code&gt; to manage Python dependencies, allowing for custom overrides. This block is
&lt;a class=&#34;link&#34; href=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers/#packaging&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;the part from our Python
packages&lt;/a&gt; that handles
&lt;a class=&#34;link&#34; href=&#34;https://github.com/nix-community/poetry2nix/blob/master/docs/edgecases.md&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;edgecases&lt;/a&gt;.
I am incorporating it into the function so that we can hope to abstract this part away as much as possible
while still handling them. I understand the average developer who uses this might not fully understand
all of Nix and so this helps to keep things simpler (or so I hope).&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Creating the Python Environment:&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;poetry2nix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkPoetryEnv&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;projectDir&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;python&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python311&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;overrides&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;p2n-overrides&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;preferWheels&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;extended-python-env&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;withPackages&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;ps&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;with&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;ps&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;bpython&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;pytest&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;ipykernel&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;);&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;We define a &lt;code&gt;python-env&lt;/code&gt; with dependencies using &lt;code&gt;poetry2nix&lt;/code&gt;. To avoid including development tools
like &lt;code&gt;pytest&lt;/code&gt;, &lt;code&gt;bpython&lt;/code&gt;, and &lt;code&gt;ipykernel&lt;/code&gt; in our deployment builds, we create an &lt;code&gt;extended-python-env&lt;/code&gt;
specifically for development and testing. This environment includes these tools, ensuring they are
available during development without affecting production builds.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Utility Scripts for Common Tasks:&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;run-bpython&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellScriptBin&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-bpython&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  export PYTHONPATH=&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/lib/python&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pythonVersion&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/site-packages:&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;extended-python-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/bpython &amp;#34;$@&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;run-jupyter&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellScriptBin&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-jupyter&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  export
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  PYTHONPATH=&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;jupyter-all&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/lib/python&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;jupyterPythonVersion&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/site-packages:&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/lib/python&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pythonVersion&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/site-packages:&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;jupyter-all&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/jupyter console &amp;#34;$@&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;run-tests&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellScriptBin&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-tests&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  export PYTHONPATH=&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/lib/python&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pythonVersion&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/site-packages:&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;extended-python-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/pytest &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/tests/ &amp;#34;$@&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;We create scripts for running &lt;code&gt;bpython&lt;/code&gt;, &lt;code&gt;jupyter&lt;/code&gt;, and tests. These scripts standardize how developers
interact with the environment, reducing friction and improving consistency across projects.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Building the Container:&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;container&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dockerTools&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;buildLayeredImage&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pyDerivation&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;finalContainer&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;tag&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;contents&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;The container configuration is turned into a Docker image using &lt;code&gt;dockerTools.buildLayeredImage&lt;/code&gt;,
ensuring every project has a container aligned with our standardized setup.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;The Main Derivation:&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;pyDerivation&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;stdenv&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkDerivation&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;phases&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;phases&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;buildPhase&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;buildPhase&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;installPhase&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      mkdir -p $out/src
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      mkdir -p $out/bin
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp -r $src/* $out/src
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;run-tests&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/run-tests $out/src/run-tests
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &amp;#39;&amp;#39;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;o&#34;&gt;+&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;installPhase&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;passthru&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;python&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;bpython&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;run-bpython&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;jupyter&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;run-jupyter&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;test&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;run-tests&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;container&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;container&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;The core of the function is the &lt;code&gt;mkDerivation&lt;/code&gt;, which handles the actual build process. We include
common setup steps, like copying source files and ensuring the test script is available. The &lt;code&gt;passthru&lt;/code&gt;
section makes all our utility scripts and container accessible in the final derivation.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Returning the Derivation:&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;in&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;pyDerivation&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Finally, the derivation is returned, completing the function. The complete code for this
function can be found
&lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/blob/main/lib/python/default.nix?ref_type=heads&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;here&lt;/a&gt;&lt;/p&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;h3 id=&#34;using-mkpythonderivation-in-our-codebase&#34;&gt;Using &lt;code&gt;mkPythonDerivation&lt;/code&gt; in our Codebase
&lt;/h3&gt;&lt;p&gt;If we take a look at the &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/blob/main/packages/projects/pc_load_letter/default.nix?ref_type=heads&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;code&gt;pc-load-letter&lt;/code&gt;
project&lt;/a&gt;,
you’ll notice the configuration is much cleaner now, even though this is the more complex of the two
example Python projects since it needs to run using uWSGI. Let’s focus on what has changed in the
&lt;code&gt;default.nix&lt;/code&gt; file:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;pc-load-letter&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mkPythonDerivation&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;installPhase&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      mkdir -p $out/etc
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;app_ini&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt; $out/etc/api.ini
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;run-with-wsgi&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/run-app $out/bin/run-app-with-wsgi
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;container&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;tag&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;latest&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;contents&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;run-with-wsgi&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;Entrypoint&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-app&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;mainProgram&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-app-with-wsgi&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Notice how adding &lt;code&gt;app_ini&lt;/code&gt; and &lt;code&gt;run-with-wsgi&lt;/code&gt; to the &lt;code&gt;installPhase&lt;/code&gt; is nearly all that’s needed. The
&lt;code&gt;installPhase&lt;/code&gt; is where you define the steps to prepare your package for deployment. In this case, it
simply copies the necessary configuration files and scripts to their correct locations within the container.&lt;/p&gt;
&lt;p&gt;The container section only needs to define the &lt;code&gt;Entrypoint&lt;/code&gt; and
&lt;code&gt;contents&lt;/code&gt;, pointing to the &lt;code&gt;run-with-wsgi&lt;/code&gt; script we created in our &lt;a class=&#34;link&#34; href=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;previous
post&lt;/a&gt;. The &lt;code&gt;Entrypoint&lt;/code&gt; is what the
container will execute when it starts, and &lt;code&gt;contents&lt;/code&gt; lists all dependencies or files that need to be
present in the container.&lt;/p&gt;
&lt;p&gt;Here’s where the declarative nature of Nix really shines. By writing down everything your project
requires in a straightforward way, like listing out dependencies and scripts, Nix automatically handles
the rest. The process is declarative because you’re simply describing what you need (e.g., files,
scripts, dependencies) without worrying about how they get added. Nix ensures the environment is set up
with exactly what you’ve declared and nothing more.&lt;/p&gt;
&lt;p&gt;Lastly, the &lt;code&gt;run-app-with-wsgi&lt;/code&gt; script is named differently from the main project’s name. To handle this,
we specify it in &lt;code&gt;meta.mainProgram&lt;/code&gt;, which tells Nix what to run when executing the container. While
renaming the script to match the project’s name could’ve worked, I kept the original name to show
how to handle cases where the script name doesn’t match the project name.&lt;/p&gt;
&lt;p&gt;This &lt;code&gt;mkPythonDerivation&lt;/code&gt; function abstracts away much of the complexity, allowing developers to focus
on writing Python code while providing a consistent and standardized build environment. By adopting this
approach, I compared the lines of code before and after using the function and found that it reduces our
codebase by 37 to 50 lines per Python package. Additionally, it ensures that our Python packages adhere
to a consistent delivery standard.&lt;/p&gt;
&lt;div style=&#34;text-align: center;&#34;&gt;
  &lt;img src=&#34;saved-lines-of-nix.png&#34; alt=&#34;DRY&#34; width=&#34;600&#34;&gt;
&lt;/div&gt;
&lt;p&gt;This is a prime example of how Nix’s functional programming capabilities can significantly DRY up a
codebase while still offering flexibility and control. This approach isn&amp;rsquo;t limited to just Python projects;
it can be applied to any type of software. For instance, I created a similar function for the Flink jobs
in &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/blob/385fe2c96259818cf30d9b563f10972fc5bdd919/lib/flink/default.nix&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;our
repository&lt;/a&gt;.
Although that function ended up being a bit lengthy—over 100 lines—due to the
complexity it abstracts, developers now only need to write 4 lines of Nix code to develop and package
a Flink job. By encapsulating common patterns into reusable functions, we achieve both simplicity and
standardization across the project, all while leveraging Nix’s powerful and declarative framework.&lt;/p&gt;
&lt;p&gt;This example illustrates how reusable functions in Nix can simplify a wide range of scenarios, not just
Python packaging. Whether it’s Python, Flink, or any other software component, the principles remain
the same: by centralizing common patterns into concise functions, we can reduce redundancy, improve
maintainability, and ensure consistency across an entire codebase.&lt;/p&gt;
&lt;h2 id=&#34;wrapping-it-up&#34;&gt;Wrapping it up
&lt;/h2&gt;&lt;p&gt;To wrap things up, embracing reusable functions in Nix allows you to significantly DRY out your codebase
while keeping everything standardized and easy to manage. Not only do these functions reduce the lines
of code across projects, but they also abstract away complexity, making the onboarding process easier
for new developers and ensuring that changes to your infrastructure are painless and scalable.&lt;/p&gt;
&lt;p&gt;The true strength of Nix lies in its flexibility combined with its declarative approach. By leveraging
Nix’s functional programming features, you can tailor your development environment precisely to your
needs, enforcing best practices across the board. While this post focused on Python projects, the same
principles can be applied to various other types of software within your organization, allowing you to
standardize without losing the control and customization that Nix offers.&lt;/p&gt;
&lt;p&gt;I encourage you to explore further, experiment with writing your own reusable functions, and discover
how they can simplify your workflow while enhancing consistency and reproducibility across your projects.
To see exactly how these concepts were applied in practice, you can review the code changes introduced
in this blog post by checking out the merge request linked below.&lt;/p&gt;
&lt;p&gt;&lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/merge_requests/4&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;img src=&#34;https://blog.aicampground.com/p/drying-out-your-codebase/mr.png&#34;
	width=&#34;1920&#34;
	height=&#34;147&#34;
	srcset=&#34;https://blog.aicampground.com/p/drying-out-your-codebase/mr_hu_4926558bd8e0d5c5.png 480w, https://blog.aicampground.com/p/drying-out-your-codebase/mr_hu_a992a839bdc743fb.png 1024w&#34;
	loading=&#34;lazy&#34;
	
	
		class=&#34;gallery-image&#34; 
		data-flex-grow=&#34;1306&#34;
		data-flex-basis=&#34;3134px&#34;
	
&gt;&lt;/a&gt;&lt;/p&gt;
</description>
        </item>
        <item>
        <title>Nix in the Wild: Packaging Python Projects and Building Containers</title>
        <link>https://blog.aicampground.com/p/nix-packaging-python-containers/</link>
        <pubDate>Wed, 07 Aug 2024 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/nix-packaging-python-containers/</guid>
        <description>&lt;img src="https://blog.aicampground.com/p/nix-packaging-python-containers/nix-in-the-wild.png" alt="Featured image of post Nix in the Wild: Packaging Python Projects and Building Containers" /&gt;&lt;h1 id=&#34;packaging-python-projects-and-building-containers-with-nix&#34;&gt;Packaging Python Projects and Building Containers with Nix
&lt;/h1&gt;&lt;p&gt;Welcome back! In our &lt;a class=&#34;link&#34; href=&#34;https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;last post&lt;/a&gt;, we
integrated Nix into our codebase by setting up &lt;code&gt;flake.nix&lt;/code&gt; with the Snowfall library and configuring a simple
default devshell. While we could continue enhancing our devshells to include all necessary programs and
environment variables, this approach has its limitations. Devshells ensure that specified tools and settings
are installed, but they aren&amp;rsquo;t fully isolated from the system&amp;rsquo;s environment. This means developers can still
use programs or environment variables outside the shell&amp;rsquo;s scope, which can undermine reproducibility by
introducing inconsistencies into the development workflow. In my opinion, devshells are excellent for setting
up an environment for interactive development or testing. However, they should not be solely relied upon as
the runtime environment for your software.&lt;/p&gt;
&lt;p&gt;So, what should we do? You might be wondering, &amp;ldquo;Isn&amp;rsquo;t the whole point of using Nix to make our software
reproducible?&amp;rdquo; The answer is yes, it is! However, to achieve true reproducibility, we need to go beyond
just specifying the tools we want available in our environment. We must use Nix to define precisely how
our software should be built and run, ensuring every aspect is controlled and predictable. In this post,
I&amp;rsquo;ll demonstrate how we can take our existing Python projects, convert them into Nix packages, and create
Docker images. This approach not only allows us to run our tests without cloning repositories or managing
dependencies manually but also ensures that all we need is Nix installed and configured. By the end, you&amp;rsquo;ll
see how Nix can fully encapsulate our software&amp;rsquo;s runtime, providing a reproducible and reliable environment.&lt;/p&gt;
&lt;h2 id=&#34;why-package-python-projects-with-nix&#34;&gt;Why Package Python Projects with Nix?
&lt;/h2&gt;&lt;p&gt;This is a real-world situation that happened just last week. We have a
Python project nested in a Git repository, similar to the ones in the &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/tree/main/projects/complex_flink_job?ref_type=heads&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Initech
repo&lt;/a&gt;.
The Python project uses a virtual environment managed by &lt;a class=&#34;link&#34; href=&#34;https://python-poetry.org/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Poetry&lt;/a&gt;, and
everything usually works fine. However, when a developer got a new computer and tried to install the
virtual environment with &lt;code&gt;poetry install&lt;/code&gt;, they encountered issues with the &lt;code&gt;numpy&lt;/code&gt; package. They tried
using both the system Python and the one specified in our devshell, but the problem persisted. After
some debugging, we discovered that Poetry was trying to install the environment with Python 3.12 (the
system Python) instead of 3.11, causing compatibility issues with some dependencies. Although we had
the correct Python version in the devshell, there was nothing explicitly instructing Poetry to use it,
leading to wasted time troubleshooting. At least two hours of work were spent resolving this problem, not to
mention the additional time spent debugging a broken Docker build caused by changes to the &lt;code&gt;pyproject.toml&lt;/code&gt;
to make it work on the developer&amp;rsquo;s machine. While it&amp;rsquo;s easy to dismiss this as a typical business cost,
it doesn&amp;rsquo;t have to be this way. We have tools that can practically eliminate this problem.&lt;/p&gt;
&lt;p&gt;If we had been using Nix to manage the virtual environment, we wouldn&amp;rsquo;t have encountered these
issues. We could have used &lt;a class=&#34;link&#34; href=&#34;https://github.com/nix-community/poetry2nix&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;poetry2nix&lt;/a&gt; to translate the
&lt;code&gt;poetry.lock&lt;/code&gt; file into Nix expressions, ensuring that the exact dependencies and Python version were
consistently used. This would have prevented the compatibility issues we faced when Poetry tried to
install the environment with Python 3.12 instead of 3.11, and the changes to the &lt;code&gt;pyproject.toml&lt;/code&gt;
needed to make it work on the developer&amp;rsquo;s machine wouldn&amp;rsquo;t have broken the Docker build. Moreover,
Nix&amp;rsquo;s benefits extend beyond Python, as similar tools exist for other languages, allowing Nix to provide
consistent and reproducible builds across different technology stacks. By packaging projects with Nix,
developers can ensure that the entire environment, from dependencies to specific language versions,
is controlled and predictable. This not only saves time and effort but also significantly reduces the
risk of environment-related bugs and deployment issues.&lt;/p&gt;
&lt;h2 id=&#34;setting-up-python-projects-as-nix-packages&#34;&gt;Setting Up Python Projects as Nix Packages
&lt;/h2&gt;&lt;p&gt;Packaging Python projects with Nix is straightforward, especially with Poetry. While the &lt;a class=&#34;link&#34; href=&#34;https://nixos.wiki/wiki/Packaging/Python&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;NixOS
Wiki&lt;/a&gt; provides detailed documentation on building Python packages
without Poetry, this discussion focuses on using Poetry for its simplicity and versatility. In this post,
we&amp;rsquo;ll package the &lt;code&gt;pc-load-letter&lt;/code&gt; &lt;a class=&#34;link&#34; href=&#34;https://flask.palletsprojects.com/en/3.0.x/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Flask&lt;/a&gt; app as an executable
Nix package. For other projects, like the &lt;code&gt;random-python-project&lt;/code&gt; and &lt;a class=&#34;link&#34; href=&#34;https://flink.apache.org/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Flink&lt;/a&gt;
jobs, we&amp;rsquo;ll cover in an upcoming post. By the end, you&amp;rsquo;ll be
able to run the &lt;code&gt;pc-load-letter&lt;/code&gt; Flask app in production mode with a single command, without needing to
install anything, while retaining access to the Python interpreter for interactive development.&lt;/p&gt;
&lt;h3 id=&#34;adding-poetry2nix-to-our-flake&#34;&gt;Adding &lt;code&gt;poetry2nix&lt;/code&gt; to our Flake
&lt;/h3&gt;&lt;p&gt;To use &lt;code&gt;poetry2nix&lt;/code&gt; in our project, we need to make a few additions to our &lt;code&gt;flake.nix&lt;/code&gt; file. Specifically,
we&amp;rsquo;ll add &lt;code&gt;poetry2nix&lt;/code&gt; to the &lt;code&gt;inputs&lt;/code&gt; section and include its overlay in the &lt;code&gt;overlays&lt;/code&gt; list. Below
are the key changes you need to make:&lt;/p&gt;
&lt;p&gt;In the &lt;code&gt;inputs&lt;/code&gt; section, add:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;poetry2nix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:nix-community/poetry2nix&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;In the &lt;code&gt;overlays&lt;/code&gt; list, add:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;poetry2nix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;overlays&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;default&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;These changes integrate &lt;code&gt;poetry2nix&lt;/code&gt; into our Nix environment, enabling us to manage Python dependencies
defined in a &lt;code&gt;poetry.lock&lt;/code&gt; file. Your &lt;code&gt;flake.nix&lt;/code&gt; should include these additions alongside your existing
configurations.&lt;/p&gt;
&lt;h3 id=&#34;to-move-the-projects-or-not-to-move-them-that-is-the-question&#34;&gt;To Move the Projects or Not to Move Them: That Is the Question
&lt;/h3&gt;&lt;p&gt;The next step involves a decision: should you move your Python projects into the &lt;code&gt;packages&lt;/code&gt; directory
or leave them in their original location? Currently, all Python projects are housed in a &lt;code&gt;/projects&lt;/code&gt;
directory. You can keep them there, move the entire &lt;code&gt;/projects&lt;/code&gt; directory into the &lt;code&gt;/packages&lt;/code&gt; directory,
or choose any other organizational structure that suits your needs. For the demo project, I will be
moving the &lt;code&gt;projects&lt;/code&gt; directory into &lt;code&gt;packages&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;If you decide to leave them in place, you&amp;rsquo;ll still need to create a parallel file structure within
&lt;code&gt;/packages&lt;/code&gt;, including at least a &lt;code&gt;default.nix&lt;/code&gt; for each project. Personally, I believe that moving
everything to the &lt;code&gt;packages&lt;/code&gt; directory is the best option, as it provides better organization. However,
the choice is entirely up to you; I just wanted to ensure you&amp;rsquo;re aware of the different options available.&lt;/p&gt;
&lt;h3 id=&#34;packaging&#34;&gt;Packaging
&lt;/h3&gt;&lt;p&gt;To create a minimal package within a Snowfall flake, start by creating a directory named after the
package, such as &lt;code&gt;packages/projects/pc_load_letter&lt;/code&gt;. Inside this directory, create a &lt;code&gt;default.nix&lt;/code&gt;
file. For a basic setup, this file can contain a simple derivation using the &lt;code&gt;mkDerivation&lt;/code&gt; function. For
example, the &lt;code&gt;default.nix&lt;/code&gt; file might include a derivation that specifies the package name and source
directory. This minimal example sets the foundation for creating a package, though it is unconfigured
and does nothing functional.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;pc-load-letter&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;stdenv&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkDerivation&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;pc-load-letter&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;in&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;pc-load-letter&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h4 id=&#34;creating-the-python-environment&#34;&gt;Creating the Python Environment
&lt;/h4&gt;&lt;p&gt;Since this is a Python program, the first step is to set up a Python virtual environment. For a simple
project, you can do this with the following:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;poetry2nix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkPoetryEnv&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;projectDir&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./flask/.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;python&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python311&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;em&gt;Note: &lt;code&gt;projectDir&lt;/code&gt; should point to the directory containing the &lt;code&gt;pyproject.toml&lt;/code&gt; file.&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;To make the Nix package use the Python environment defined by the &lt;code&gt;pyproject.toml&lt;/code&gt;, you can replace the
&lt;code&gt;pc-load-letter&lt;/code&gt; derivation with &lt;code&gt;python-env&lt;/code&gt; in the &lt;code&gt;default.nix&lt;/code&gt; file. This setup is similar to using
&lt;code&gt;poetry run python&lt;/code&gt;, allowing you to run your Python environment. However, Nix can do more than just this;
it can make &lt;code&gt;nix run .#pc-load-letter&lt;/code&gt; actually execute your entire application.&lt;/p&gt;
&lt;h5 id=&#34;handling-an-edge-case&#34;&gt;Handling an Edge Case
&lt;/h5&gt;&lt;p&gt;Creating a Python environment with the provided configuration is usually sufficient. However, there are
some &lt;a class=&#34;link&#34; href=&#34;https://github.com/nix-community/poetry2nix/blob/master/docs/edgecases.md&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&amp;ldquo;edge cases&amp;rdquo;&lt;/a&gt; that
may require additional steps due to inconsistencies in the Python package ecosystem. For instance,
some packages, like &lt;code&gt;setuptools&lt;/code&gt;, may need to be installed before other packages. The &lt;code&gt;poetry2nix&lt;/code&gt;
&lt;a class=&#34;link&#34; href=&#34;https://github.com/nix-community/poetry2nix?tab=readme-ov-file#how-to-guides&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;documentation&lt;/a&gt; offers
guidance on handling these scenarios.&lt;/p&gt;
&lt;p&gt;&lt;img src=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers/edgecase.png&#34;
	width=&#34;898&#34;
	height=&#34;557&#34;
	srcset=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers/edgecase_hu_e1c9b2c9a82c494e.png 480w, https://blog.aicampground.com/p/nix-packaging-python-containers/edgecase_hu_7978957aa5782cc6.png 1024w&#34;
	loading=&#34;lazy&#34;
	
		alt=&#34;Edgecase Example&#34;
	
	
		class=&#34;gallery-image&#34; 
		data-flex-grow=&#34;161&#34;
		data-flex-basis=&#34;386px&#34;
	
&gt;&lt;/p&gt;
&lt;p&gt;One example of such an edge case is with the &lt;code&gt;random-python-project&lt;/code&gt;. You might not know there is an
issue until you try to build the Python environment and encounter an error. As shown in the image below,
look for the highlighted portion to identify the problem. In this case, the &lt;code&gt;snaptime&lt;/code&gt; package required
&lt;code&gt;setuptools&lt;/code&gt; to be pre-installed. To resolve this, we need to pass an override to &lt;code&gt;poetry2nix&lt;/code&gt;. The
following configuration can handle multiple edge case packages if needed:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;pypkgs-build-requirements&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;snaptime&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;setuptools&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;p2n-overrides&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;poetry2nix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;defaultPoetryOverrides&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;extend&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;self&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;super&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mapAttrs&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;package&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;build-requirements&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;override&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;super&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;package&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;overridePythonAttrs&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;oldAttrs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;buildInputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;oldAttrs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;buildInputs&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;or&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;])&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;++&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;map&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;req&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;super&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;req&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;build-requirements&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;);&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;});&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;in&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;override&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pypkgs-build-requirements&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;);&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;poetry2nix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkPoetryEnv&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;projectDir&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;python&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python311&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;overrides&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;p2n-overrides&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;c1&#34;&gt;#&amp;lt;-- Don&amp;#39;t forget to add it here&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;preferWheels&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This Nix code snippet sets up a Python environment with custom build requirements using &lt;code&gt;poetry2nix&lt;/code&gt;. It
starts by defining a dictionary (&lt;code&gt;pypkgs-build-requirements&lt;/code&gt;) that specifies additional packages needed
for building certain Python packages. For example, the &lt;code&gt;snaptime&lt;/code&gt; package requires &lt;code&gt;setuptools&lt;/code&gt; to be
pre-installed. Next, it creates &lt;code&gt;p2n-overrides&lt;/code&gt;, which extends the default Poetry overrides provided
by &lt;code&gt;poetry2nix&lt;/code&gt;. This extension involves iterating over the &lt;code&gt;pypkgs-build-requirements&lt;/code&gt; dictionary and
modifying each package&amp;rsquo;s &lt;code&gt;buildInputs&lt;/code&gt; to include the necessary dependencies. The &lt;code&gt;overridePythonAttrs&lt;/code&gt;
function is used to update the &lt;code&gt;buildInputs&lt;/code&gt; attribute, ensuring that if &lt;code&gt;buildInputs&lt;/code&gt; is not already
defined, it defaults to an empty list. The dependencies are then mapped to their corresponding Nix
packages using &lt;code&gt;builtins.map&lt;/code&gt;, ensuring they are included during the build process. This setup ensures
that all specified build requirements are met when creating the Python environment.&lt;/p&gt;
&lt;h4 id=&#34;how-to-run-the-app&#34;&gt;How to Run the App
&lt;/h4&gt;&lt;p&gt;The fundamental point I want to emphasize is that we use Nix not just to define our dependencies but
also to specify how to run our software. While tools like Poetry list the necessary dependencies for our
Python applications, that&amp;rsquo;s often not sufficient. It&amp;rsquo;s crucial to define both what we need and how to use
it. With Nix, we can go a step further and explicitly detail how to run our code, ensuring consistency
and reproducibility in every environment.&lt;/p&gt;
&lt;p&gt;For instance, the &lt;code&gt;pc-load-letter&lt;/code&gt; application is a Flask app, and Flask apps typically require a WSGI
server like &lt;a class=&#34;link&#34; href=&#34;https://www.youtube.com/watch?v=WqrCnVAkLIo&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;uWSGI&lt;/a&gt; to run efficiently. We need to ensure
that our Nix package includes this setup or is compatible with it. In the existing &lt;code&gt;Dockerfile&lt;/code&gt; for this
app, we&amp;rsquo;ve been using the following &lt;code&gt;CMD&lt;/code&gt;:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-Dockerfile&#34; data-lang=&#34;Dockerfile&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;CMD&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;/root/.local/bin/uwsgi&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;api.ini&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;&lt;span class=&#34;err&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;With Docker, this command is specified separately in a &lt;code&gt;Dockerfile&lt;/code&gt; alongside other setup instructions. While
Docker containers provide a consistent environment for packaging and running applications, the configuration
can be spread across various files and formats. If you&amp;rsquo;ve never had to install &lt;code&gt;uWSGI&lt;/code&gt; in a container
compiled with the correct version of Python, you may not fully appreciate the challenges involved. This
process can be particularly difficult, especially if you&amp;rsquo;re not familiar with WSGI configurations.&lt;/p&gt;
&lt;p&gt;In contrast, Nix allows us to define everything—including dependencies, environment setup, and
run commands—in a single declarative language and file. This provides a more integrated approach,
where all aspects of the application&amp;rsquo;s build and runtime environment are managed together. This unified
configuration ensures that our application runs consistently, no matter where it is deployed, without
relying on additional tools or scripts.&lt;/p&gt;
&lt;p&gt;Since the &lt;code&gt;api.ini&lt;/code&gt; file is supposed to have a path to our Python code, we will move this configuration
into the &lt;code&gt;default.nix&lt;/code&gt; file. This allows us to use Nix&amp;rsquo;s path interpolation to dynamically generate
the correct path to the Python code in the &lt;a class=&#34;link&#34; href=&#34;https://zero-to-nix.com/concepts/nix-store&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Nix store&lt;/a&gt;. The
configuration looks like this, using a Nix function to create text files in the Nix store:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;app_ini&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeText&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;api.ini&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  [uwsgi]
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  wsgi-file = &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/pc_load_letter/app.py
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  callable = app
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  http = :8080
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  processes = 4
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  threads = 2
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  master = true
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  chmod-socket = 660
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  vacuum = true
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  plugins = python3
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  die-on-term = true
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Once we have added the &lt;code&gt;app.ini&lt;/code&gt; file to our Nix &lt;code&gt;default.nix&lt;/code&gt; file, we can declare the WSGI app we want
to use. This is straightforward:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;uwsgi&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;uwsgi&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;override&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;python3&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;plugins&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;python3&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Notice that we specify the Python environment to use, which we defined earlier with &lt;code&gt;poetry2nix&lt;/code&gt;. This
integration ensures that the correct Python environment is used, avoiding inconsistencies and making
the setup more robust.&lt;/p&gt;
&lt;p&gt;Next, we&amp;rsquo;ll create a script to run the application using a Nix function. Here&amp;rsquo;s the code snippet:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;8
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;run-with-wsgi&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellApplication&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-app&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;text&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    export PYTHONPATH=&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/lib/python&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;substring&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;0&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;4&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;version&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/site-packages&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;uwsgi&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/uwsgi --ini &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;app_ini&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;In this script, we use the &lt;code&gt;${}&lt;/code&gt; syntax for string interpolation, which allows Nix to automatically insert
the correct paths from the Nix store. The Nix store is just the location at &lt;code&gt;/nix/store&lt;/code&gt; where Nix stores
all packages and dependencies. Specifically, &lt;code&gt;${python-env}&lt;/code&gt; and &lt;code&gt;${uwsgi}&lt;/code&gt; are placeholders
that get replaced with the exact paths to the Python environment and the &lt;code&gt;uwsgi&lt;/code&gt; binary, respectively,
within the Nix store. Additionally, we set the &lt;code&gt;PYTHONPATH&lt;/code&gt; environment variable to ensure that &lt;code&gt;uwsgi&lt;/code&gt;
can access our specified Python environment, including all necessary libraries.&lt;/p&gt;
&lt;p&gt;This use of string interpolation ensures that all file paths are precise and consistent with the specific
versions and configurations in the Nix store, providing a reliable and reproducible setup for running
the application.&lt;/p&gt;
&lt;p&gt;So at this point we can have our &lt;code&gt;default.nix&lt;/code&gt; return &lt;code&gt;run-wish-wsgi&lt;/code&gt; and we could be done and that would
look like this:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;25
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;26
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;27
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;28
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;29
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;30
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;31
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;32
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;33
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;34
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;35
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;36
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;37
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;38
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;39
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./flask/.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;poetry2nix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkPoetryEnv&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;projectDir&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;python&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python311&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;uwsgi&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;uwsgi&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;override&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;python3&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;plugins&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;python3&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;run-with-wsgi&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellApplication&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-app&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;text&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      export PYTHONPATH=&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/lib/python&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;substring&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;0&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;4&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;version&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/site-packages&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;uwsgi&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/uwsgi --ini &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;app_ini&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;app_ini&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeText&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;api.ini&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    [uwsgi]
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    wsgi-file = &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/pc_load_letter/app.py
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    callable = app
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    http = :8080
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    processes = 4
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    threads = 2
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    master = true
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    chmod-socket = 660
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    vacuum = true
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    plugins = python3
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    die-on-term = true
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;in&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;run-with-wsgi&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;You would then be able to do the following command and have the Flask app running on port &lt;code&gt;8080&lt;/code&gt;.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix run .#pc-load-letter
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;img src=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers/uwsgi-pc-load-letter.png&#34;
	width=&#34;1920&#34;
	height=&#34;1114&#34;
	srcset=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers/uwsgi-pc-load-letter_hu_ed2c67bb92aecd94.png 480w, https://blog.aicampground.com/p/nix-packaging-python-containers/uwsgi-pc-load-letter_hu_548027c246580ac8.png 1024w&#34;
	loading=&#34;lazy&#34;
	
	
		class=&#34;gallery-image&#34; 
		data-flex-grow=&#34;172&#34;
		data-flex-basis=&#34;413px&#34;
	
&gt;&lt;/p&gt;
&lt;h3 id=&#34;providing-a-python-interpreter-via-passthru&#34;&gt;Providing a Python Interpreter via &lt;code&gt;passthru&lt;/code&gt;
&lt;/h3&gt;&lt;p&gt;Running an application with a single command without additional installations is ideal. However, there are
times when access to a Python REPL or the underlying Python interpreter is necessary for other tasks. To
enable this, we can add a &lt;code&gt;passthru&lt;/code&gt; attribute to our &lt;code&gt;default.nix&lt;/code&gt; using &lt;code&gt;pkgs.stdenv.mkDerivation&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;The &lt;code&gt;mkDerivation&lt;/code&gt; function sets up a folder structure in the Nix store. We need to specify the &lt;code&gt;src&lt;/code&gt;
attribute, which points to the current directory, and use the &lt;code&gt;installPhase&lt;/code&gt; to organize our application and
its source code. While the structure can be flexible, it is advisable to follow a standard layout—for
example, using &lt;code&gt;bin&lt;/code&gt; for binaries/executable files and &lt;code&gt;src&lt;/code&gt; for source files. The &lt;code&gt;mkDerivation&lt;/code&gt;
function provides special variables like &lt;code&gt;$src&lt;/code&gt; and &lt;code&gt;$out&lt;/code&gt;. &lt;code&gt;$out&lt;/code&gt; represents the root of the derivation
in the Nix store, and &lt;code&gt;$src&lt;/code&gt; refers to the source path defined by &lt;code&gt;src = ./.&lt;/code&gt;. To make our source code
accessible when building this package, we place it in the &lt;code&gt;$out/src&lt;/code&gt; directory. The executable for the
&lt;code&gt;run-with-wsgi&lt;/code&gt; application should be placed in the &lt;code&gt;$out/bin&lt;/code&gt; directory.&lt;/p&gt;
&lt;p&gt;The &lt;code&gt;passthru&lt;/code&gt; attribute is used to expose additional information or dependencies that are not directly
involved in building the package but are useful for other purposes. Here&amp;rsquo;s an example of how to include
a Python environment:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;pc-load-letter&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;stdenv&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkDerivation&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;pc-load-letter&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;phases&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;installPhase&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;installPhase&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    mkdir -p $out/src
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    mkdir -p $out/bin
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    cp -r $src/flask/* $out/src
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    cp &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;run-with-wsgi&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/run-app $out/bin/run-app-with-wsgi
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;passthru&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;python&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;mainProgram&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-app-with-wsgi&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;In this example, &lt;code&gt;python-env&lt;/code&gt; represents the Python environment we want to expose. By including &lt;code&gt;python = python-env;&lt;/code&gt; under the &lt;code&gt;passthru&lt;/code&gt; attribute, we make this environment available.&lt;/p&gt;
&lt;p&gt;It is important to note that &lt;code&gt;meta.mainProgram&lt;/code&gt; is necessary if the main executable&amp;rsquo;s name differs
from the value specified in the &lt;code&gt;name&lt;/code&gt; attribute. With this configuration, users can access the Python
interpreter for development, debugging, or running additional scripts. This setup enhances the package&amp;rsquo;s
versatility by providing not only the main application but also the necessary tools for various tasks.&lt;/p&gt;
&lt;h3 id=&#34;simplifying-testing&#34;&gt;Simplifying Testing
&lt;/h3&gt;&lt;p&gt;With our package now in a stable, production-ready state, and equipped with various tools for development
and alternative use cases, let&amp;rsquo;s focus on testing. As professional software developers, we understand
the importance of writing and executing tests. However, specifying the correct way to run tests in Merge
Requests can often lead to confusion, whether it&amp;rsquo;s about the right directory to execute PyTest from or
ensuring the &lt;code&gt;PYTHONPATH&lt;/code&gt; is correctly set. These issues can cause inconsistencies and frustrations.&lt;/p&gt;
&lt;p&gt;Testing should be straightforward, accessible to the entire team, and seamlessly integrated into our CI/CD
pipelines. While I can&amp;rsquo;t improve the quality of your tests, I can help streamline the process of running
them, making it as effortless as possible. Let&amp;rsquo;s remove any barriers and simplify testing for everyone.&lt;/p&gt;
&lt;p&gt;To start, we can define how to run our tests using Nix. We can add a script to our &lt;code&gt;default.nix&lt;/code&gt;
file that outlines the steps needed to execute our tests. Since we&amp;rsquo;re using PyTest, we just need to
set the &lt;code&gt;PYTHONPATH&lt;/code&gt; and specify the directory containing our tests. Here&amp;rsquo;s an example script for our
&lt;code&gt;pc_load_letter&lt;/code&gt; project:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;run-tests&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellScriptBin&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-tests&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    export PYTHONPATH=&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/lib/python&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;nb&#34;&gt;builtins&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;substring&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;0&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;4&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;version&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/site-packages:&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;python-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/pytest &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;src&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/tests/ &amp;#34;$@&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;em&gt;Note: The &lt;code&gt;&amp;quot;$@&amp;quot;&lt;/code&gt; at the end allows for additional arguments to be passed.&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;Next, we add this script as a &lt;code&gt;passthru&lt;/code&gt; in the &lt;code&gt;mkDerivation&lt;/code&gt; function, similar to how we did with
&lt;code&gt;python-env&lt;/code&gt;. Now, to run the tests, you can simply use the command:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix run .#pc_load_letter.test
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# or for more verbose testing&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix run .#pc_load_letter.test -- -vvv
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;img src=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers/pytest.png&#34;
	width=&#34;1920&#34;
	height=&#34;1114&#34;
	srcset=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers/pytest_hu_630525f3de1f8681.png 480w, https://blog.aicampground.com/p/nix-packaging-python-containers/pytest_hu_1994f6b68074d14.png 1024w&#34;
	loading=&#34;lazy&#34;
	
		alt=&#34;nix run .#pc_load_letter.test&#34;
	
	
		class=&#34;gallery-image&#34; 
		data-flex-grow=&#34;172&#34;
		data-flex-basis=&#34;413px&#34;
	
&gt;&lt;/p&gt;
&lt;p&gt;This is really simple—let&amp;rsquo;s do this for all of our projects! If we want to automate our testing in CI,
writing &lt;code&gt;nix run .#&amp;lt;package name&amp;gt;.test&lt;/code&gt; for every project can become tedious, especially as new projects
are added. Fortunately, we can simplify this process further by using Nix Flakes&amp;rsquo; &lt;code&gt;checks&lt;/code&gt; feature,
which allows us to define tests for each package and validate code across different environments and setups.&lt;/p&gt;
&lt;p&gt;For example, we can create a folder &lt;code&gt;checks/pc_load_letter&lt;/code&gt; at the root of the project with a &lt;code&gt;default.nix&lt;/code&gt;
file that specifies the testing procedure. While you probably could have include the PyTest script here,
but I decided to just leave it in the package, which makes this check pretty simple:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;runCommand&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;pc_load_letter&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  mkdir -p $out
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;initech&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pc_load_letter&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;test&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/run-tests &amp;gt; $out/results.txt
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;By following this pattern for every package in the flake, you can run:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix flake check
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;to execute all tests with a single command, making the process much simpler. We will cover more of
the intricacies of &lt;code&gt;hooks&lt;/code&gt; in future posts.&lt;/p&gt;
&lt;h2 id=&#34;building-docker-images&#34;&gt;Building Docker Images
&lt;/h2&gt;&lt;p&gt;It&amp;rsquo;s great that we can run a Flask app with a single command, but let&amp;rsquo;s be honest—these days,
everything&amp;rsquo;s about Kubernetes. That means we need a Docker container, and some might think this whole
Nix thing is just a novelty. Well, that&amp;rsquo;s nonsense because &lt;a class=&#34;link&#34; href=&#34;https://youtu.be/gXHG3-CZ7CU&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Nix builds Docker images better than Docker
itself!&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;I&amp;rsquo;ve been using Docker since 2016 and have spent countless hours trying to containerize everything
imaginable. Working in air-gapped environments often meant that if I needed a tool, I had to either
containerize it or go without. I&amp;rsquo;ve containerized &lt;a class=&#34;link&#34; href=&#34;https://github.com/usmcamp0811/campfiles/blob/master/Dockerfile&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;everything&lt;/a&gt;,
from terminal emulators to web browsers,
to use them on air-gapped computers. However, it wasn&amp;rsquo;t until I started using Nix last summer that I
realized I had it all wrong. My life would have been a million times easier if I had just been using
Nix from the start.&lt;/p&gt;
&lt;p&gt;Typically, with Docker, we&amp;rsquo;d find an appropriate base image, like Ubuntu or a Python image. If
you&amp;rsquo;re in an organization, you probably want to control which base images are used to ensure
security best practices are followed. This is what I aimed to simulate with the &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/blob/c90859a0f1bdb3f4b50ce47504ae05ddbf91ab31/docker/python-base/Dockerfile&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Initech base Python
image&lt;/a&gt;.
Once you have a base image for your organization, the teams need to use it and add their tools&#39;
dependencies. This could be straightforward, like running &lt;code&gt;apt install&lt;/code&gt; for a few packages, or it could get
complicated when you need something that&amp;rsquo;s not in the Ubuntu or Red Hat repos (which happens often). Then,
you face a long development cycle to build out the image.&lt;/p&gt;
&lt;p&gt;Here&amp;rsquo;s an example of what can happen: you have a Docker image with a Python app or maybe Jupyter, and you
need to update the version of &lt;code&gt;openssl&lt;/code&gt; due to security concerns. This requires updating the base image,
which means updating to a newer version of Ubuntu, changing &lt;code&gt;apt&lt;/code&gt; repos, and possibly dealing with a
different Python version. Suddenly, you&amp;rsquo;re stuck updating all your Python dependencies because you&amp;rsquo;ve
uncovered a tangled mess. Next thing you know, you&amp;rsquo;re two or three sprints in and still struggling to
get the image working as expected. Let&amp;rsquo;s be real—you know this has happened to you. So enough talking
about how great Nix is at containers—let&amp;rsquo;s just do it already.&lt;/p&gt;
&lt;p&gt;Add this to the &lt;code&gt;default.nix&lt;/code&gt;:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;8
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;container&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dockerTools&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;buildLayeredImage&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;pc-load-letter&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;tag&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;latest&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;contents&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;run-with-wsgi&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;Entrypoint&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;run-app&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Then add it to the &lt;code&gt;passthru&lt;/code&gt; of your &lt;code&gt;mkDerivation&lt;/code&gt; and you&amp;rsquo;re done.&lt;/p&gt;
&lt;p&gt;You can build your image by simply doing:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix build .#pc-load-letter.container &lt;span class=&#34;o&#34;&gt;&amp;amp;&amp;amp;&lt;/span&gt; docker load -i ./result
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;You can run the image and confirm I&amp;rsquo;m not blowing smoke by doing:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;docker run -it --rm -p 8080:8080 pc-load-letter:latest
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;You&amp;rsquo;ll find the Flask app in your browser at &lt;a class=&#34;link&#34; href=&#34;http://localhost:8080&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;http://localhost:8080&lt;/a&gt;.&lt;/p&gt;
&lt;p&gt;As you can see, this approach is far more concise than writing a &lt;code&gt;Dockerfile&lt;/code&gt;! Plus, you get some added
benefits that your security department will appreciate. The resulting Docker image contains only the
exact components your application requires—nothing more, nothing less. There&amp;rsquo;s not even a shell,
significantly reducing your attack surface compared to an imperatively configured &lt;code&gt;Dockerfile&lt;/code&gt; that
might include extra packages for tasks like extracting or building files.
Another nice feature of Nix-built Docker images is that they maximize the reuse of image layers between
different images. This optimization reduces the disk space required by your container registries, making
them more efficient.&lt;/p&gt;
&lt;h2 id=&#34;wrapping-up&#34;&gt;Wrapping Up
&lt;/h2&gt;&lt;p&gt;We&amp;rsquo;ve explored a comprehensive workflow for packaging Python projects with Nix, creating Docker images,
and ensuring reproducibility across environments. By leveraging Nix, we can achieve a fully declarative
setup that eliminates &amp;ldquo;it works on my machine&amp;rdquo; issues and streamlines the deployment process.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Key Takeaways:&lt;/strong&gt;&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Environment Consistency&lt;/strong&gt;: Nix allows us to define precise environments, ensuring all dependencies,
including specific versions of Python and packages, are consistently used across systems. This prevents
common issues caused by system discrepancies.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Integrated Tooling&lt;/strong&gt;: Tools like &lt;code&gt;poetry2nix&lt;/code&gt; simplify the translation of a &lt;code&gt;poetry.lock&lt;/code&gt; file
into Nix expressions, seamlessly managing Python dependencies. This also enables the integration of
application-specific configurations directly into the Nix setup, avoiding pitfalls associated with
manually managed configurations.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Simplified Deployment&lt;/strong&gt;: By defining how to run software in Nix, we can package dependencies and
ensure the application runs as expected, making it particularly beneficial for complex environments.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Efficient Testing and CI Integration&lt;/strong&gt;: Nix&amp;rsquo;s &lt;code&gt;checks&lt;/code&gt; feature streamlines the testing process,
making it easy to run tests consistently and integrate them into CI/CD pipelines.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Containerization with Nix&lt;/strong&gt;: Building Docker images using Nix offers a secure and efficient alternative
to traditional Dockerfiles. Nix-built images include only the necessary components, reducing the attack
surface and optimizing storage through layer reuse.&lt;/p&gt;
&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;Adopting Nix for packaging and containerization provides a robust, reproducible, and maintainable setup that
enhances development workflows and deployment practices. Whether you&amp;rsquo;re working with Python, other languages,
or mixed technology stacks, Nix offers a versatile solution for managing your software&amp;rsquo;s lifecycle.&lt;/p&gt;
&lt;p&gt;This post focused on the &lt;code&gt;pc_load_letter&lt;/code&gt; project, but the steps outlined are applicable to other
Python projects and similar for other languages. You might be thinking, &amp;ldquo;The &lt;code&gt;default.nix&lt;/code&gt; file is 75
lines—much longer than my typical &lt;code&gt;Dockerfile&lt;/code&gt;.&amp;rdquo; In the next post, we&amp;rsquo;ll explore how to streamline the
&lt;code&gt;default.nix&lt;/code&gt; file and standardize configurations using Nix library functions.&lt;/p&gt;
&lt;p&gt;Thank you for joining me on this journey through Nix in the
wild. &lt;a class=&#34;link&#34; href=&#34;https://blog.aicampground.com/index.xml&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Subscribe&lt;/a&gt; for more insights as we delve into hooks,
advanced packaging techniques, and more. Happy hacking!&lt;/p&gt;
&lt;p&gt;&lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/merge_requests/2&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;img src=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers/mr.png&#34;
	width=&#34;1731&#34;
	height=&#34;150&#34;
	srcset=&#34;https://blog.aicampground.com/p/nix-packaging-python-containers/mr_hu_a5c05a0a82e111a9.png 480w, https://blog.aicampground.com/p/nix-packaging-python-containers/mr_hu_fa41d00631ada84c.png 1024w&#34;
	loading=&#34;lazy&#34;
	
	
		class=&#34;gallery-image&#34; 
		data-flex-grow=&#34;1154&#34;
		data-flex-basis=&#34;2769px&#34;
	
&gt;&lt;/a&gt;&lt;/p&gt;
</description>
        </item>
        <item>
        <title>Nix in the Wild: Nixing Your Codebase</title>
        <link>https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/</link>
        <pubDate>Sat, 03 Aug 2024 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/</guid>
        <description>&lt;img src="https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/nix-in-the-wild.png" alt="Featured image of post Nix in the Wild: Nixing Your Codebase" /&gt;&lt;h1 id=&#34;nix-in-the-wild-nixing-your-codebase&#34;&gt;Nix in the Wild: Nixing Your Codebase
&lt;/h1&gt;&lt;p&gt;Welcome back to the &amp;lsquo;Nix in the Wild&amp;rsquo; series. In this post, we&amp;rsquo;ll dive into the practical steps of
integrating Nix into your existing codebase. We&amp;rsquo;ll establish the foundational elements, including
creating a &lt;code&gt;flake.nix&lt;/code&gt; file and setting up the directory structure necessary for the &lt;a class=&#34;link&#34; href=&#34;https://snowfall.org/guides/lib/quickstart/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Snowfall
library&lt;/a&gt;. Additionally, we&amp;rsquo;ll create our first Nix shell
to help teams standardize their development environments. I&amp;rsquo;ll also share some lessons learned from my
experience with Nix, discussing why I chose Snowfall, what I appreciate about it, and what I&amp;rsquo;d like to
see improved. Let&amp;rsquo;s dive in and start &amp;rsquo;nixing&amp;rsquo; our codebase.&lt;/p&gt;
&lt;h2 id=&#34;setting-up-nix-with-flakes&#34;&gt;Setting Up Nix with Flakes
&lt;/h2&gt;&lt;p&gt;To follow along, ensure you have Nix installed from the previous &lt;a class=&#34;link&#34; href=&#34;https://blog.aicampground.com/p/nix-in-the-wild-exploring-the-power-of-nix-for-organizational-codebases/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;post&lt;/a&gt;. If you haven&amp;rsquo;t already, you need
to enable Flakes by adding the following line to your Nix configuration file:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-fallback&#34; data-lang=&#34;fallback&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;experimental-features = nix-command flakes
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This can be done in &lt;code&gt;~/.config/nix/nix.conf&lt;/code&gt; or &lt;code&gt;/etc/nix/nix.conf&lt;/code&gt;.&lt;/p&gt;
&lt;h3 id=&#34;what-are-flakes&#34;&gt;What Are Flakes?
&lt;/h3&gt;&lt;p&gt;Flakes are a relatively new feature in Nix, currently classified as experimental. Despite this, they&amp;rsquo;re
expected to become a standard part of Nix due to how useful they are. Flakes simplify version management
for Nix packages and make it easier to utilize external resources. For a more detailed explanation,
check out &lt;a class=&#34;link&#34; href=&#34;https://www.youtube.com/watch?v=cw4wJjjQYMU&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Jake Hamilton&amp;rsquo;s YouTube video&lt;/a&gt;.&lt;/p&gt;
&lt;div class=&#34;video-wrapper&#34;&gt;
    &lt;iframe loading=&#34;lazy&#34; 
            src=&#34;https://www.youtube.com/embed/cw4wJjjQYMU&#34; 
            allowfullscreen 
            title=&#34;YouTube Video&#34;
    &gt;
    &lt;/iframe&gt;
&lt;/div&gt;

&lt;p&gt;In this series, I&amp;rsquo;m using the &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Initech demo repo&lt;/a&gt;, a
monorepo designed to simulate a full organizational codebase. When working with Flakes, it&amp;rsquo;s important
to note that there&amp;rsquo;s a one-to-one mapping between a Flake and a Git repository. Nix can only recognize
files in a Flake if they are tracked by Git. So, if you encounter errors, check if the relevant files
are added to Git. Remember, you don&amp;rsquo;t need to commit changes immediately—just ensure the files are tracked.&lt;/p&gt;
&lt;h3 id=&#34;why-use-a-monorepo&#34;&gt;Why Use a Monorepo?
&lt;/h3&gt;&lt;p&gt;For the Initech demo, I&amp;rsquo;ve chosen a monorepo setup for its convenience and numerous benefits in managing
multiple small projects. Monorepos are particularly advantageous when dealing with platforms or a large
number of systems, as they streamline code reuse and eliminate the need for frequent updates to lock
files. The choice between a monorepo and a polyrepo depends on specific project needs and personal
preference. However, I&amp;rsquo;ve found that monorepos greatly simplify management, especially in scenarios
involving multiple systems and smaller projects.&lt;/p&gt;
&lt;p&gt;If a monorepo doesn&amp;rsquo;t suit your organization but you have several interconnected components, consider
creating a Flake that acts as an aggregator for all your organization&amp;rsquo;s Flakes. This approach allows
you to precisely version the interaction of sub-projects and facilitates integration checks in your CI
pipeline with minimal commands.&lt;/p&gt;
&lt;h3 id=&#34;setting-up-flakenix&#34;&gt;Setting Up &lt;code&gt;flake.nix&lt;/code&gt;
&lt;/h3&gt;&lt;p&gt;Now, let&amp;rsquo;s start setting up our codebase with Nix. In the root of the &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Initech
repo&lt;/a&gt;, we&amp;rsquo;ll create a &lt;code&gt;flake.nix&lt;/code&gt; file using the
following command. The &lt;code&gt;flake.lock&lt;/code&gt; file will be autogenerated later.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix flake init
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h4 id=&#34;why-use-snowfall-lib&#34;&gt;Why Use Snowfall Lib?
&lt;/h4&gt;&lt;p&gt;While it&amp;rsquo;s not mandatory to use Snowfall Lib for structuring your Flakes, I&amp;rsquo;ve found it to be incredibly
helpful. Snowfall is an opinionated library designed for Nix Flakes, which can be particularly advantageous
when you&amp;rsquo;re starting out. By providing a recommended folder structure, it minimizes the complexity of
setting up your project and reduces the number of decisions you need to make. Snowfall handles the &amp;ldquo;glue
code&amp;rdquo; required for importing modules into your Flake and overall just makes it easier to manage your
setup. I&amp;rsquo;ve successfully used Snowfall to manage a range of systems in my homelab and various work projects.&lt;/p&gt;
&lt;p&gt;Here’s an example of a basic &lt;code&gt;flake.nix&lt;/code&gt; with no configuration that you get from the above command:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;description&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;A very basic flake&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:nixos/nixpkgs?ref=nixos-unstable&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;outputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;self&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;x86_64-linux&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;hello&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;legacyPackages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;x86_64-linux&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;hello&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;x86_64-linux&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;default&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;self&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;x86_64-linux&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;hello&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h4 id=&#34;configuring-inputs&#34;&gt;Configuring Inputs
&lt;/h4&gt;&lt;p&gt;Next, we&amp;rsquo;ll add the &lt;a class=&#34;link&#34; href=&#34;https://github.com/snowfallorg/lib&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Snowfall Lib&lt;/a&gt; repository to the &lt;code&gt;inputs&lt;/code&gt;
section. Additionally, it&amp;rsquo;s a good idea to specify the current stable branch of &lt;code&gt;nixpkgs&lt;/code&gt; and an unstable
branch for flexibility in choosing packages. You can manage this selection using overlays, which we will
cover later. Here&amp;rsquo;s an example of what your &lt;code&gt;inputs&lt;/code&gt; might look like:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;9
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:nixos/nixpkgs/nixos-24.05&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;unstable&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:nixos/nixpkgs?ref=nixos-unstable&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;snowfall-lib&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:snowfallorg/lib&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;follows&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;nixpkgs&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;defining-outputs&#34;&gt;Defining Outputs
&lt;/h3&gt;&lt;p&gt;Earlier in this post, we introduced a basic example of defining outputs in a Nix Flake:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;outputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;self&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;x86_64-linux&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;hello&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;legacyPackages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;x86_64-linux&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;hello&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;x86_64-linux&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;default&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;self&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;x86_64-linux&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;hello&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;In this example, the &lt;code&gt;outputs&lt;/code&gt; attribute is defined as a function that takes two arguments: &lt;code&gt;self&lt;/code&gt; and
&lt;code&gt;nixpkgs&lt;/code&gt;. The function then returns a set of packages, specifically two Linux packages: &lt;code&gt;hello&lt;/code&gt; and
&lt;code&gt;default&lt;/code&gt;. This simple function demonstrates how outputs can be constructed based on the inputs provided
to the function.&lt;/p&gt;
&lt;p&gt;Now, we&amp;rsquo;ll transition from this basic setup to a more sophisticated one using the &lt;code&gt;mkFlake&lt;/code&gt; function
from the Snowfall Lib. This library provides a standardized way to define outputs, making it easier
to manage complex configurations. Instead of manually specifying the outputs, we leverage &lt;code&gt;mkFlake&lt;/code&gt;
to automate and streamline the process.&lt;/p&gt;
&lt;p&gt;Here’s how we use Snowfall Lib to define our outputs:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;outputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;snowfall-lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkFlake&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;c1&#34;&gt;# Configure Snowfall Lib. All settings are optional.&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;snowfall&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;c1&#34;&gt;# Specify the directory for your Nix files.&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;root&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;c1&#34;&gt;# Define a namespace for your flake&amp;#39;s packages, libraries, and overlays.&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;namespace&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;c1&#34;&gt;# Add metadata that can be utilized by tools like Snowfall Frost.&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;c1&#34;&gt;# A slug for documentation, typically used in file paths.&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;c1&#34;&gt;# The title for your flake, often the project&amp;#39;s name.&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;title&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Initech Demo Codebase&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;In this setup, the &lt;code&gt;outputs&lt;/code&gt; function uses the &lt;code&gt;inputs&lt;/code&gt; to call &lt;code&gt;mkFlake&lt;/code&gt;, a utility function provided by
Snowfall Lib. The &lt;code&gt;mkFlake&lt;/code&gt; function simplifies configuration by managing common tasks and structures,
allowing you to focus on higher-level configurations. It generates outputs based on the provided
&lt;code&gt;inputs&lt;/code&gt;, such as Nix packages and any additional input Flakes. Because &lt;code&gt;mkFlake&lt;/code&gt; is opinionated about
the folder structure, it can automatically stitch everything together. This results in outputs that
export all packages, define multiple computer systems, and set up user profiles—all without the need
for custom plumbing. This approach not only reduces boilerplate but also ensures consistency across
different projects. By adopting Snowfall Lib, you can streamline your development process, particularly
in environments with multiple systems and components.&lt;/p&gt;
&lt;h2 id=&#34;organizing-the-project-with-snowfall&#34;&gt;Organizing the Project with Snowfall
&lt;/h2&gt;&lt;p&gt;In this section, I&amp;rsquo;ll give a quick rundown of the various directories. I&amp;rsquo;ve noticed that when
introducing Nix to an existing codebase, people often wonder why these new directories suddenly appear
and what they&amp;rsquo;re for, especially if they&amp;rsquo;re only vaguely familiar with the reasons for adopting Nix
in the first place. Understanding the role of each directory will help make the structure and purpose
of the setup clearer. For more details, the Snowfall documentation is excellent and can be found
&lt;a class=&#34;link&#34; href=&#34;https://snowfall.org/guides/lib/quickstart/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;here&lt;/a&gt;.&lt;/p&gt;
&lt;h3 id=&#34;snowfall-directory-structure&#34;&gt;Snowfall Directory Structure
&lt;/h3&gt;&lt;p&gt;This structure for me has generally gone at the root of the git project but it is possible to
move it elsewhere in the project. The Snowfall docs have ./nix as being their example location.
Below is a high level overveiw of what the structure of our projects will look like once we
add Snowfall and Nix.&lt;/p&gt;
&lt;h4 id=&#34;root-directory&#34;&gt;Root Directory
&lt;/h4&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;flake.nix&lt;/strong&gt;: Your Nix Flake definition.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;flake.lock&lt;/strong&gt;: The lock file that tells Nix what versions of &lt;code&gt;nixpkgs&lt;/code&gt; and other Flakes to use.&lt;/li&gt;
&lt;/ul&gt;
&lt;h4 id=&#34;library-functions&#34;&gt;Library Functions
&lt;/h4&gt;&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;lib/&lt;/strong&gt; (optional): This directory is designated for custom library functions. It can contain helper
functions to standardize common tasks or reduce boilerplate code. With Nix being a programming language,
the possibilities are extensive.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;default.nix&lt;/code&gt;: If you choose to add additional library functions, they would go here. This file
defines an attribute set that merges with the existing lib.&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h4 id=&#34;package-definitions&#34;&gt;Package Definitions
&lt;/h4&gt;&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;packages/&lt;/strong&gt; (optional): This directory is where we define the packages that our Flake can export. These
packages don&amp;rsquo;t have to be large or complex; they can be as simple as a script that performs a specific
task and needs to be easily accessible to others. Alternatively, you can use this space to repackage
existing software that isn&amp;rsquo;t already available in the Nix ecosystem. We&amp;rsquo;ll cover more on this topic
in later blog posts.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;&amp;lt;package-name&amp;gt;/default.nix&lt;/code&gt;: This file contains a function that returns a derivation for the package.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;To run the packages defined here, you can use the following command:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix run &amp;lt;&lt;span class=&#34;nb&#34;&gt;local&lt;/span&gt; or remote path to flake&amp;gt;#&amp;lt;package-name&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;h4 id=&#34;nixos-and-home-manager-modules&#34;&gt;NixOS and Home Manager Modules
&lt;/h4&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;modules/&lt;/strong&gt; (optional): This directory is used for managing one or more computer systems with
NixOS or configuring user environments, such as dotfiles. It provides a central location for your
&lt;a class=&#34;link&#34; href=&#34;https://nixos.org/manual/nixos/stable/#sec-writing-modules&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Nix modules&lt;/a&gt;. When I mention dotfiles, you
might think of configuration files for various software, and you&amp;rsquo;re not far off. However, with Snowfall,
we can create reusable modules that can be imported into other configurations. For example, you could
define how an Apache Kafka server should be configured when deployed to a system or specify which
plugins should
automatically be available in Firefox when setting up a home environment. We&amp;rsquo;ll dive deeper into this
with later Posts.
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;&amp;lt;platform&amp;gt;/&amp;lt;module-name&amp;gt;/default.nix&lt;/code&gt;: Platform-specific modules, such as for &lt;code&gt;nixos&lt;/code&gt; or &lt;code&gt;darwin&lt;/code&gt;.&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h4 id=&#34;overlays&#34;&gt;Overlays
&lt;/h4&gt;&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;overlays/&lt;/strong&gt; (optional): Overlays are a powerful feature in Nix that allow you to customize or
extend the &lt;code&gt;pkgs&lt;/code&gt; namespace from your chosen &lt;code&gt;nixpkgs&lt;/code&gt; version. For instance, you can use an overlay
to select the latest version of Firefox from the unstable branch or to replace the default Neovim with
your customized version whenever Neovim is added. Think of overlays as a way to &amp;ldquo;overlay&amp;rdquo; additional
packages or configurations onto the existing package set. You can use them to override existing packages
or introduce new ones.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;&amp;lt;overlay-name&amp;gt;/default.nix&lt;/code&gt;: This file contains a function to modify the set of packages (&lt;code&gt;pkgs&lt;/code&gt;).&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;For example, here&amp;rsquo;s what &lt;code&gt;nix-tutor/default.nix&lt;/code&gt; might look like, providing &lt;code&gt;pkgs.nix_tutor&lt;/code&gt; as an
installable package elsewhere in the Flake:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;channels&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nix-tutor&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;final&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;prev&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;nix_tutor&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nix-tutor&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;prev&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;system&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;menu&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;h4 id=&#34;system-configurations&#34;&gt;System Configurations
&lt;/h4&gt;&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;systems/&lt;/strong&gt; (optional): This directory is for configurations of your NixOS systems, virtual machines,
or AMIs for cloud platforms like Azure or AWS. The system configurations here generally don&amp;rsquo;t contain
extensive logic; instead, they primarily enable modules defined in the &lt;code&gt;modules/&lt;/code&gt; directory. This setup
allows for highly standardized systems or VMs that can be reconfigured and updated dynamically, ensuring
consistency across deployments.&lt;/p&gt;
&lt;p&gt;For instance, in my personal &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/usmcamp0811/dotfiles.git&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;dotfiles repo&lt;/a&gt;, I&amp;rsquo;ve set
up GitLab CI/CD to automatically build all my systems upon commit and deploy them upon merge. This
approach transforms system management, as any system can build another and then deploy the resulting
configuration, opening up numerous possibilities!&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;code&gt;&amp;lt;architecture&amp;gt;-&amp;lt;format&amp;gt;/&amp;lt;system-name&amp;gt;/default.nix&lt;/code&gt;: Configuration files for specific systems (e.g.,
&lt;code&gt;x86_64-linux&lt;/code&gt;, &lt;code&gt;aarch64-darwin&lt;/code&gt;).&lt;/p&gt;
&lt;p&gt;Here&amp;rsquo;s an example configuration, where &lt;code&gt;initech&lt;/code&gt; includes modules defined in the &lt;code&gt;modules&lt;/code&gt; directory:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;25
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;26
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;27
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;28
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;29
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;30
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;31
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;32
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;33
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;34
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;35
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;36
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;37
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;38
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;39
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;40
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;41
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;with&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;in&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;imports&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./hardware.nix&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;initech&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;archetypes&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;developer&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;system&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;boot&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;passwds&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;user&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gumby&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;fullName&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Matt Camp&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;email&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;matt@aicampground.com&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;extraGroups&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;wheel&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;services&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;openssh&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;authorizedKeys&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;s2&#34;&gt;&amp;#34;ssh-ed25519 AAAAC3NzaC1lZDI1NTE5AAAAIGw+o+9F4kz+dYyI2I4WudgKjyFOK+L0QW4LhxkG4sMt
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;          gitlab-runner@aicampground.com&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;          &lt;span class=&#34;s2&#34;&gt;&amp;#34;ssh-ed25519 AAAAC3NzaC1lZDI1NTE5AAAAIKdMWMFyi7Lvjm78KOX3tKZ5bkEZ7bHA56ZKKtTb9wIo
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;          mcamp@aicampground.com&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;ntp&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;system&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;stateVersion&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;23.05&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;In this configuration, various modules and services are specified, such as SSH keys and NTP services,
ensuring a consistent setup across the system.&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h4 id=&#34;user-home-configurations&#34;&gt;User Home Configurations
&lt;/h4&gt;&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;homes/&lt;/strong&gt; (optional): This directory is used for home environment configurations, which are similar to
system configurations but tailored for individual users rather than entire systems. These configurations
can be applied across various operating systems, not just NixOS. For example, you might want to provide
standardized yet customizable user environments for everyone in your organization. Each user could have
a configuration in this directory, allowing them to enable specific modules with customized options.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;code&gt;&amp;lt;architecture&amp;gt;-&amp;lt;format&amp;gt;/&amp;lt;home-name&amp;gt;/default.nix&lt;/code&gt;: Configuration file for individual user home
environments.&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Here&amp;rsquo;s an example user configuration file:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;25
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;26
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;27
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;28
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;29
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;30
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;31
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;32
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;33
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;34
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;35
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;36
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;37
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;38
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;39
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;40
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;initech&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;user&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gumby&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;fullName&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Matt Camp&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;email&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;matt@aicampground.com&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;cli&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;zsh&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;bash&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;env&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;home-manager&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;k9s&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;broot&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;ranger&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;neovim&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;services&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;openssh&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;syncthing&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;tools&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;git&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;direnv&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;vault&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;home&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;stateVersion&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;23.05&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;A user could activate this configuration with the following command:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix run &amp;lt;path to flake&amp;gt;#homeConfigurations.&amp;lt;user-name&amp;gt;@&amp;lt;system-name&amp;gt;.activationPackage
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This setup allows for defining a variety of user-specific settings and applications, which can be easily
deployed and managed across different systems.&lt;/p&gt;
&lt;h4 id=&#34;development-shells&#34;&gt;Development Shells
&lt;/h4&gt;&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;shells/&lt;/strong&gt; (optional): This directory is where you can define various Nix shells. Think of these
shells as being similar to Docker containers but with less isolation. When you activate a Nix shell, it
makes all the specified programs and environment variables available, allowing users to easily set up a
consistent environment across different systems. This is particularly useful for organizations adopting
Nix, as it simplifies the onboarding process by providing a pre-configured development environment. No
more spending days or weeks setting up; a well-defined shell can get new team members up and running
quickly.&lt;/p&gt;
&lt;p&gt;However, be cautious about the temptation to include everything your team uses in a single shell. While
possible, this can lead to long initial load times and a less efficient setup. A better strategy is
to create
shells tailored to specific tasks—one for building projects, another for testing, etc. This way,
you load only what you need, when you need it, but you still have the option to include everything if
that&amp;rsquo;s what you prefer.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;&amp;lt;shell-name&amp;gt;/default.nix&lt;/code&gt;: This file contains a function that defines the Nix shell.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Here&amp;rsquo;s an example of a simple shell:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mkShell&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;mkShell&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;buildInputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;with&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;neovim&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;k3d&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;podman&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;kubernetes&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;k9s&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;shellHook&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    echo -e &amp;#34;\e[32m+-----------------------------------------------------------+\e[0m&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    echo -e &amp;#34;\e[32m|⮺  Initech: Is it good for the company?                    |\e[0m&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    echo -e &amp;#34;\e[32m+-----------------------------------------------------------+\e[0m&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;    # Additional setup can go here
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;  &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;To activate the shell defined here, you can use the following command:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix develop &amp;lt;&lt;span class=&#34;nb&#34;&gt;local&lt;/span&gt; or remote path to flake&amp;gt;#&amp;lt;shell-name&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This setup ensures a reproducible and efficient development environment tailored to your team&amp;rsquo;s needs.&lt;/p&gt;
&lt;h4 id=&#34;templates&#34;&gt;Templates
&lt;/h4&gt;&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;templates/&lt;/strong&gt; (optional): This directory is used for storing directories of templated files that you
want to reuse. These templates are basic and don&amp;rsquo;t support automatic modification but can be a helpful
starting point for writing new modules or Flakes.&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;&amp;lt;template-name&amp;gt;/&lt;/code&gt;: Files and folders placed here will be created wherever the template is deployed.&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;To deploy a template, use the following command in the directory where you want the templated files to
be generated:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix flake init --template &amp;lt;&lt;span class=&#34;nb&#34;&gt;local&lt;/span&gt; or remote path to flake&amp;gt;#&amp;lt;template-name&amp;gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This command will create the template&amp;rsquo;s files and folders at the specified location, making it easy to
set up new projects with a predefined structure.&lt;/p&gt;
&lt;h2 id=&#34;creating-a-default-shell-environment&#34;&gt;Creating a Default Shell Environment
&lt;/h2&gt;&lt;p&gt;Earlier, I provided a snippet of a basic Nix development shell, which is perfectly sufficient
for many needs. However, I&amp;rsquo;ve had great success using a specialized development shell by
&lt;a class=&#34;link&#34; href=&#34;https://numtide.github.io/devshell/getting_started.html&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Numtide&lt;/a&gt;. This shell uses TOML files to define
the entire environment, which is especially appealing to those who are still hesitant about adopting
Nix. The TOML configuration is straightforward, and you can easily extend it with pure Nix code for more
advanced functionality. In this section, I&amp;rsquo;ll show you how to set up a simple default Nix development
shell using the Numtide dev shell.&lt;/p&gt;
&lt;h3 id=&#34;update-the-flakenix&#34;&gt;Update the &lt;code&gt;flake.nix&lt;/code&gt;
&lt;/h3&gt;&lt;h4 id=&#34;add-the-numtide-devshell-flake-to-the-inputs&#34;&gt;Add the Numtide Devshell Flake to the &lt;code&gt;inputs&lt;/code&gt;
&lt;/h4&gt;&lt;p&gt;&lt;a class=&#34;link&#34; href=&#34;https://numtide.github.io/devshell/getting_started.html&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;img src=&#34;https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/numtide.png&#34;
	width=&#34;500&#34;
	height=&#34;250&#34;
	srcset=&#34;https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/numtide_hu_f840a9f4dac5191c.png 480w, https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/numtide_hu_5c995c43541ea5f0.png 1024w&#34;
	loading=&#34;lazy&#34;
	
	
		class=&#34;gallery-image&#34; 
		data-flex-grow=&#34;200&#34;
		data-flex-basis=&#34;480px&#34;
	
&gt;&lt;/a&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:nixos/nixpkgs/nixos-24.05&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;unstable&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:nixos/nixpkgs?ref=nixos-unstable&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;snowfall-lib&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:snowfallorg/lib&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;follows&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;nixpkgs&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;devshell&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;github:numtide/devshell&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;c1&#34;&gt;# &amp;lt;-- We added this right here&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h4 id=&#34;add-the-numtide-devshell-to-the-mkflake-functions-overlays-argument&#34;&gt;Add the Numtide Devshell to the &lt;code&gt;mkFlake&lt;/code&gt; Function&amp;rsquo;s &lt;code&gt;overlays&lt;/code&gt; Argument
&lt;/h4&gt;&lt;p&gt;Using the &lt;code&gt;overlays&lt;/code&gt; argument in &lt;code&gt;mkFlake&lt;/code&gt; is a bit different from adding overlays to the
&lt;code&gt;/overlays&lt;/code&gt; directory. This approach is good for quickly adding predefined functionality, like
&lt;code&gt;devshell.overlays.default&lt;/code&gt;, which brings in default features from the &lt;code&gt;devshell&lt;/code&gt; Flake with minimal
fuss. On the other hand, using the &lt;code&gt;/overlays&lt;/code&gt; directory is more about allowing you to tweak how packages
from &lt;code&gt;nixpkgs&lt;/code&gt; are modified or added.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;outputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;snowfall-lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkFlake&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;snowfall&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;root&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;namespace&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;title&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Initech Demo Codebase&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;overlays&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;with&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;devshell&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;overlays&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;default&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;make-a-devshell&#34;&gt;Make a Devshell
&lt;/h3&gt;&lt;p&gt;Now that you&amp;rsquo;ve added the overlay, the next step is to create the devshell. In the &lt;code&gt;/shells&lt;/code&gt; folder,
create a new folder named &lt;code&gt;default&lt;/code&gt; and place a &lt;code&gt;default.nix&lt;/code&gt; file inside it.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;system&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;devshell&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkShell&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;imports&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;devshell&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;importTOML&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./devshell.toml&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;motd&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;         {214}⮺  Is it good for the company? ⮺{reset}
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;         $(type -p menu &amp;amp;&amp;gt;/dev/null &amp;amp;&amp;amp; menu)
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;       &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;commands&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;nix-tutor&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;command&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;nix_tutor&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;/bin/tutor-menu&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Next, add a &lt;code&gt;devshell.toml&lt;/code&gt; file to the same directory. &lt;strong&gt;Note:&lt;/strong&gt; You can name the file anything you
like; just remember to update &lt;code&gt;default.nix&lt;/code&gt; with the correct path and filename. The simple &lt;code&gt;toml&lt;/code&gt; file
below demonstrates adding Hashicorp&amp;rsquo;s Vault to an environment and a custom shell alias called &lt;code&gt;git-root&lt;/code&gt;,
which returns the path to the root of a Git project.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-toml&#34; data-lang=&#34;toml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;[[&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;commands&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;package&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;vault&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;[[&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;commands&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;git-root&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;help&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Print the root directory of the Git project.&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;category&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;shell tools&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;command&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&amp;#34;&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;#!/bin/sh
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;# Function to get Git root directory
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;get_git_root() {
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;    git rev-parse --show-toplevel
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;}
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;# Print the Git root directory
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;echo $(get_git_root)
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This setup not only adds the Vault package to your environment but also defines a custom command to
easily find the root of your Git project, showcasing the flexibility and power of using a devshell with Nix.&lt;/p&gt;
&lt;p&gt;One last step: you may have noticed I added a command &lt;code&gt;nix-tutor&lt;/code&gt; in the &lt;code&gt;default.nix&lt;/code&gt;, which comes
from a package of the same name. This is a small project I started to provide simple Nix lessons, mainly
included here for illustrative purposes. You won&amp;rsquo;t find &lt;code&gt;nix-tutor&lt;/code&gt; on &lt;a class=&#34;link&#34; href=&#34;https://search.nixos.org&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Nixpkgs&lt;/a&gt;,
as it&amp;rsquo;s not included there. To use it, you&amp;rsquo;ll need to create an overlay.&lt;/p&gt;
&lt;p&gt;Go ahead and create a folder in the &lt;code&gt;/overlays&lt;/code&gt; directory and name it &lt;code&gt;nix-tutor&lt;/code&gt; (feel free to use any
name that makes sense to you). Inside that folder, create a &lt;code&gt;default.nix&lt;/code&gt; file and add the following overlay:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;channels&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nix-tutor&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nixpkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;final&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;prev&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;nix_tutor&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nix-tutor&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;prev&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;system&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;menu&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Also, ensure &lt;code&gt;nix-tutor&lt;/code&gt; is included in your Flake&amp;rsquo;s &lt;code&gt;inputs&lt;/code&gt;:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;nix-tutor&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:usmcamp0811/nix-tutor&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;And because we are using Vault, which has a &amp;ldquo;non-free&amp;rdquo; license, we need to enable it in the &lt;code&gt;mkFlake&lt;/code&gt;
function like this:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;snowfall-lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkFlake&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;k&#34;&gt;inherit&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;src&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;snowfall&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;root&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;sr&#34;&gt;./.&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;namespace&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;meta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;initech&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;title&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Initech Demo Codebase&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;channels-config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;allowUnfree&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;c1&#34;&gt;# &amp;lt;- Add this to allow unfree packages like Vault&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;overlays&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;with&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;devshell&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;overlays&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;default&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;If you tried running this and encountered an error, you might have forgotten to add the necessary files
to Git. Make sure to run:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;git add shells/default/default.nix
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;git add shells/default/devshell.toml
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Once you&amp;rsquo;ve done that, you can activate the shell by simply running:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix develop
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# The above is the same as this because the shell is named `default`.&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# If you named the folder anything else, you would need to use that name here.&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix develop .#default
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;img src=&#34;https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/devshell-menu.png&#34;
	width=&#34;1417&#34;
	height=&#34;676&#34;
	srcset=&#34;https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/devshell-menu_hu_8394145a9fbe6bc1.png 480w, https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/devshell-menu_hu_98e694c51eb4292b.png 1024w&#34;
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&gt;&lt;/p&gt;
&lt;p&gt;One more thing that might not be clear is that you don&amp;rsquo;t have to clone this repository down in order to
activate the devshell.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix develop gitlab.com:initech-project/main-codebase
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h2 id=&#34;conclusion&#34;&gt;Conclusion
&lt;/h2&gt;&lt;p&gt;In this post, we&amp;rsquo;ve taken significant steps toward integrating Nix into our codebase, transforming
our initial Git project into a Nix Flake with the assistance of Snowfall Lib. We set up a Nix devshell
configured with a straightforward TOML file—an approach our team is already comfortable with—and
demonstrated how to add overlays to incorporate packages from other Flakes. These initial steps lay a solid
foundation for creating reproducible and consistent development environments, significantly streamlining
our workflows. In upcoming posts, we&amp;rsquo;ll explore how we can leverage Nix to fully manage the development,
testing, packaging, and deployment processes for the Initech repo. With these tools, we&amp;rsquo;re well on our
way to a more efficient and reliable development pipeline. The changes made to the Initech repo can be
seen in &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/merge_requests/1/diffs&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;this MR&lt;/a&gt;. Stay tuned
for more insights and practical applications as we continue this journey! Feel free to comment if you
have questions or if anything needs more explanation.&lt;/p&gt;
&lt;p&gt;&lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase/-/merge_requests/1/diffs&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;&lt;img src=&#34;https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/mr.png&#34;
	width=&#34;823&#34;
	height=&#34;151&#34;
	srcset=&#34;https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/mr_hu_aba8cfbbb1a7aad0.png 480w, https://blog.aicampground.com/p/nix-in-the-wild-nixing-your-codebase/mr_hu_b48711cbfb28fc60.png 1024w&#34;
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&gt;&lt;/a&gt;&lt;/p&gt;
</description>
        </item>
        <item>
        <title>Nix in the Wild: Exploring the Power of Nix for Organizational Codebases</title>
        <link>https://blog.aicampground.com/p/nix-in-the-wild-exploring-the-power-of-nix-for-organizational-codebases/</link>
        <pubDate>Wed, 31 Jul 2024 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/nix-in-the-wild-exploring-the-power-of-nix-for-organizational-codebases/</guid>
        <description>&lt;img src="https://blog.aicampground.com/p/nix-in-the-wild-exploring-the-power-of-nix-for-organizational-codebases/nix-in-the-wild.png" alt="Featured image of post Nix in the Wild: Exploring the Power of Nix for Organizational Codebases" /&gt;&lt;h1 id=&#34;nix-in-the-wild-exploring-the-power-of-nix-for-organizational-codebases&#34;&gt;Nix in the Wild: Exploring the Power of Nix for Organizational Codebases
&lt;/h1&gt;&lt;p&gt;Welcome to the first post in an open-ended series I’m calling &amp;ldquo;Nix in the Wild,&amp;rdquo; where we will explore how Nix can
revolutionize project management in your organization. This series is tailored for DevOps engineers, software
developers, and IT managers looking to enhance automation and consistency in their workflows. I will demonstrate
how to transition a typical codebase to use Nix and codify the structure of our projects to provide many assurances
about them. We will delve into various ideas and concepts related to using Nix in an organizational context.
Specifically, I aim to provide real-world examples of how to replace tools like &lt;a class=&#34;link&#34; href=&#34;https://www.cookiecutter.io/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Cookiecutter&lt;/a&gt;, &lt;a class=&#34;link&#34; href=&#34;https://www.docker.com/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Docker&lt;/a&gt;
and &lt;a class=&#34;link&#34; href=&#34;https://github.com/ansible/ansible&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Ansible&lt;/a&gt; with Nix. I have created a
&lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;demo repository&lt;/a&gt; that I will use to illustrate these concepts.&lt;/p&gt;
&lt;h2 id=&#34;why-nix&#34;&gt;Why Nix?
&lt;/h2&gt;&lt;p&gt;Why do I need something new? I already use templates to generate new projects and have Docker to help deploy my
applications to Kubernetes. These are valid questions. However, as the number of projects scales, the problems
grow exponentially. It becomes increasingly challenging to keep projects created with older versions of templates in
sync with current best practices. For example, I created the &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/initech-project/main-codebase&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Initech main codebase repository&lt;/a&gt;
using a &lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/usmcamp0811/cronus&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Cookiecutter template&lt;/a&gt; that I made three years ago to standardize new Python
projects with best practices like &lt;a class=&#34;link&#34; href=&#34;https://python-poetry.org/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Poetry&lt;/a&gt; and avoiding &lt;code&gt;latest&lt;/code&gt; tags in &lt;code&gt;Dockerfile&lt;/code&gt;.
However, when attempting to create projects for the demo repository using this template, the Docker images failed to build.
This experience highlights the need for Nix in our workflow. Once templates are instantiated, they become static,
necessitating manual updates for each instance.&lt;/p&gt;
&lt;p&gt;&lt;em&gt;Note: This is why some things in the demo repo might not build or work as expected. I didn&amp;rsquo;t spend much time fixing them right now.&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;Nix offers several advantages, such as automatically generating a &lt;a class=&#34;link&#34; href=&#34;https://www.cisa.gov/sbom&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;software bill of materials&lt;/a&gt;
for every package, project, or system you create. This is a feature you essentially get for free with Nix,
and using a simple tool like &lt;a class=&#34;link&#34; href=&#34;https://github.com/tiiuae/sbomnix&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;sbomnix&lt;/a&gt; can enhance your projects transparency and security.
Additionally, onboarding new team members becomes significantly faster. Instead of spending a week reading through READMEs
to configure their development environment, new hires can use &lt;a class=&#34;link&#34; href=&#34;https://nixos.wiki/wiki/Development_environment_with_nix-shell&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Nix dev shells&lt;/a&gt;.
They simply clone the project and run &lt;code&gt;nix develop&lt;/code&gt;, instantly accessing the exact same environment as the rest of
the team, streamlining setup.&lt;/p&gt;
&lt;p&gt;&lt;img src=&#34;https://blog.aicampground.com/p/nix-in-the-wild-exploring-the-power-of-nix-for-organizational-codebases/maxresdefault.jpg&#34;
	width=&#34;400&#34;
	height=&#34;225&#34;
	srcset=&#34;https://blog.aicampground.com/p/nix-in-the-wild-exploring-the-power-of-nix-for-organizational-codebases/maxresdefault_hu_16d8d1ca7f9caf3a.jpg 480w, https://blog.aicampground.com/p/nix-in-the-wild-exploring-the-power-of-nix-for-organizational-codebases/maxresdefault_hu_892b27ace4075d9f.jpg 1024w&#34;
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&gt;&lt;/p&gt;
&lt;p&gt;Moreover, Nix can drastically simplify your CI/CD pipelines. It ensures that testing environments are identical to
deployment environments by hashing all inputs and preventing internet access during the build and installation phases.
This guarantees that the installed packages are consistent, reducing time spent troubleshooting discrepancies.&lt;/p&gt;
&lt;p&gt;Furthermore, Nix&amp;rsquo;s purely functional package management system allows for precise definition and versioning of project
dependencies and environment configurations, ensuring consistent and repeatable builds across different systems.
In simpler terms, Nix provides a way to describe and manage the infrastructure surrounding your project, allowing
for centralized updates and eliminating the drift between old and new projects. This makes it easier to maintain
best practices and ensures reliable deployments, significantly reducing time spent troubleshooting and aligning
project environments.&lt;/p&gt;
&lt;p&gt;By using Nix, you not only streamline your setup processes but also ensure reliable deployments, significantly cutting
down on time spent resolving environment-related issues.&lt;/p&gt;
&lt;h2 id=&#34;overview-of-the-series&#34;&gt;Overview of the Series
&lt;/h2&gt;&lt;p&gt;In this series, I will guide you through the following steps:&lt;/p&gt;
&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Converting the Demo Repository&lt;/strong&gt;: Transform the demo repository into a fully configured &lt;a class=&#34;link&#34; href=&#34;https://nixos.wiki/wiki/Flakes&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Nix Flake&lt;/a&gt;.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Standardizing Project Creation&lt;/strong&gt;: Demonstrate how Nix library functions can standardize the creation of new projects, ensuring they adhere to consistent configurations.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Using Nix for Development&lt;/strong&gt;: Explore how Nix can be utilized not just for packaging projects, but also to support and streamline the development process.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Design Decisions and Lessons Learned&lt;/strong&gt;: Share insights from the design decisions made during the transition and the lessons learned along the way.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Integrating Nix with Kubernetes&lt;/strong&gt;: Present ideas on how Nix can be integrated into your Kubernetes workflows to enhance deployment and management.&lt;/li&gt;
&lt;/ol&gt;
&lt;p&gt;These ideas are just the beginning and are not complete or comprehensive.&lt;/p&gt;
&lt;h2 id=&#34;setting-up-nix&#34;&gt;Setting Up Nix
&lt;/h2&gt;&lt;p&gt;Before we go any further, let&amp;rsquo;s get Nix installed and set up. There are several ways to install Nix, but the most
reliable method is using the &lt;a class=&#34;link&#34; href=&#34;https://github.com/DeterminateSystems/nix-installer&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Determinate Systems installer&lt;/a&gt;. This
installer ensures a smooth and consistent installation process.&lt;/p&gt;
&lt;p&gt;For most cases, the following command should result in Nix being installed:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;curl --proto &lt;span class=&#34;s1&#34;&gt;&amp;#39;=https&amp;#39;&lt;/span&gt; --tlsv1.2 -sSf -L https://install.determinate.systems/nix &lt;span class=&#34;p&#34;&gt;|&lt;/span&gt; sh -s -- install
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;After running this command, follow the on-screen instructions to complete the installation. This script will handle
all the necessary steps to set up Nix on your system.&lt;/p&gt;
&lt;h3 id=&#34;verifying-the-installation&#34;&gt;Verifying the Installation
&lt;/h3&gt;&lt;p&gt;Once the installation is complete, you can verify that Nix is installed correctly by running:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix --version
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;You should see the version number of Nix displayed, confirming that the installation was successful.&lt;/p&gt;
&lt;h2 id=&#34;conclusion&#34;&gt;Conclusion
&lt;/h2&gt;&lt;p&gt;In this post, we introduced the foundational concepts of using Nix to standardize and streamline project management
within an organization. We explored why Nix is essential for overcoming the limitations of traditional templates and
discussed its benefits in terms of reproducibility, simplicity, and reliability. By following this series, you will
learn how to convert your projects into fully configured Nix Flakes, standardize project creation, and integrate Nix
into your development workflows.&lt;/p&gt;
&lt;p&gt;Stay tuned for the next post, where we will delve into transforming the demo repository into a fully configured Nix Flake using
&lt;a class=&#34;link&#34; href=&#34;https://snowfall.org/guides/lib/quickstart/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Snowfall Lib&lt;/a&gt;. In the meantime, I encourage you to explore my other post on
enhancing your Nix skills, &lt;a class=&#34;link&#34; href=&#34;https://blog.aicampground.com/p/level-up-your-nix/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;LevelUp Your Nix&lt;/a&gt;. For a deeper understanding,
you might also find it insightful to read the &lt;a class=&#34;link&#34; href=&#34;https://edolstra.github.io/pubs/phd-thesis.pdf&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;PhD thesis by Eelco Dolstra&lt;/a&gt;,
the creator of Nix, which lays the foundational concepts that have shaped this tool. Don&amp;rsquo;t forget to subscribe or follow the
blog for updates, and dive into the demo repository to begin your hands-on journey with Nix. I welcome your thoughts and
feedback in the comments below.&lt;/p&gt;
&lt;p&gt;Thank you for joining me on this exploration of Nix in the wild. Together, we can simplify and enhance our development
environments, ensuring consistency and reliability across all projects.&lt;/p&gt;
</description>
        </item>
        <item>
        <title>Level Up Your Nix</title>
        <link>https://blog.aicampground.com/p/level-up-your-nix/</link>
        <pubDate>Thu, 13 Jun 2024 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/level-up-your-nix/</guid>
        <description>&lt;h1 id=&#34;levelup-your-nix&#34;&gt;LevelUp Your Nix
&lt;/h1&gt;&lt;h2 id=&#34;installing-nix&#34;&gt;Installing Nix
&lt;/h2&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;sh &amp;lt;&lt;span class=&#34;o&#34;&gt;(&lt;/span&gt;curl -L https://nixos.org/nix/install&lt;span class=&#34;o&#34;&gt;)&lt;/span&gt; --daemon
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;enable-flakes&#34;&gt;Enable Flakes
&lt;/h3&gt;&lt;p&gt;Add the following to &lt;code&gt;~/.config/nix/nix.conf or /etc/nix/nix.conf&lt;/code&gt;:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-fallback&#34; data-lang=&#34;fallback&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;experimental-features = nix-command flakes
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h2 id=&#34;nix-templates&#34;&gt;Nix Templates
&lt;/h2&gt;&lt;p&gt;You don&amp;rsquo;t have to start from zero, you can start with a template.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;mkdir project-dir
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;cd&lt;/span&gt; project-dir
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix flake init --template gitlab:usmcamp0811/dotfiles#shell-container
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;important-files&#34;&gt;Important Files
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;code&gt;flake.nix&lt;/code&gt;: The &lt;code&gt;main&lt;/code&gt; file for your Nix Flake.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;flake.lock&lt;/code&gt;: The lock file that tells Nix what commits/dependencies to use for each of your &lt;code&gt;inputs&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;.direnv&lt;/code&gt;: An optional file that allows you to automatically switch to your Shell when you enter the directory; requires &lt;code&gt;direnv&lt;/code&gt; be installed.&lt;/li&gt;
&lt;li&gt;&lt;code&gt;.gitignore&lt;/code&gt;: Every Flake &lt;del&gt;should&lt;/del&gt; needs to be a &lt;code&gt;git&lt;/code&gt; repository; so we might want to have a &lt;code&gt;.gitignore&lt;/code&gt;.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;em&gt;&lt;strong&gt;NOTE:&lt;/strong&gt; Nix can only see files that have been added to the &lt;code&gt;git&lt;/code&gt; repo.&lt;/em&gt;&lt;/p&gt;
&lt;h2 id=&#34;parts-of-a-flakenix&#34;&gt;Parts of a &lt;code&gt;flake.nix&lt;/code&gt;
&lt;/h2&gt;&lt;p&gt;There are really only two parts to a &lt;code&gt;flake.nix&lt;/code&gt;.&lt;/p&gt;
&lt;h3 id=&#34;inputs&#34;&gt;&lt;code&gt;inputs&lt;/code&gt;
&lt;/h3&gt;&lt;p&gt;This section contains other Flakes you want to use or have available in your Flake. Each is assigned a local name that can be referenced in the Flake.&lt;/p&gt;
&lt;p&gt;All three of the following are the same, just different styles of Nix code.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;the-flake-name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:owner/repo/branch&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;the-flake-name&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:owner/repo/branch&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;the-flake-name&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:owner/repo/branch&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;em&gt;Note: You can&amp;rsquo;t mix styles if you are nesting things. The follwing is &lt;strong&gt;not&lt;/strong&gt; valid.&lt;/em&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;flakeA&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:owner/repoA/branch&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;flakeB&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:owner/repoB&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;The correct way would be to do:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;flakeA&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:owner/repoA/branch&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;flakeB&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:owner/repoB&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;or&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;flakeA&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:owner/repoA/branch&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;inputs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;flakeB&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;url&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;gitlab:owner/repoB&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;outputs&#34;&gt;&lt;code&gt;outputs&lt;/code&gt;
&lt;/h3&gt;&lt;p&gt;This is the section the as the name implies is the output of your Flake. For the purpose of this tutorial session lets break the &lt;code&gt;outputs&lt;/code&gt; section into two parts.&lt;/p&gt;
&lt;h4 id=&#34;let-in-block&#34;&gt;&lt;code&gt;let&lt;/code&gt;&amp;hellip; &lt;code&gt;in&lt;/code&gt; block
&lt;/h4&gt;&lt;p&gt;This section is where you can create Nix variables that are the outputs of Nix functions. The functions can do things like create packages or create shells. General programming concepts can apply here, after all it is a programming language.&lt;/p&gt;
&lt;h4 id=&#34;-----block&#34;&gt;&lt;code&gt;[&lt;/code&gt; &amp;hellip; &lt;code&gt;](&lt;/code&gt; &amp;hellip; &lt;code&gt;)&lt;/code&gt; block
&lt;/h4&gt;&lt;p&gt;This section is part of the &lt;code&gt;flake.nix&lt;/code&gt; that is a little more strucutred. There are some standardized outputs that most all Flakes should have, such as &lt;code&gt;packages&lt;/code&gt; or &lt;code&gt;devShells&lt;/code&gt;.&lt;/p&gt;
&lt;h2 id=&#34;make-an-executable-shell-script&#34;&gt;Make an Executable Shell Script
&lt;/h2&gt;&lt;p&gt;A simple example of creating an executable shell script follows. It is a simple script that allows for running the Julia
package &lt;code&gt;Pluto.jl&lt;/code&gt; from the command line without having to launch the Julia REPL. It gets saved as a Nix variable &lt;code&gt;pluto&lt;/code&gt;
so we can use it elsewhere in our Flake. Below we also define the &lt;code&gt;julia&lt;/code&gt; environment that will have the &lt;code&gt;Pluto&lt;/code&gt; and &lt;code&gt;PythonCall&lt;/code&gt; packages included. We call that Julia environment &lt;code&gt;julia-env&lt;/code&gt; and notice how we used it in the &lt;code&gt;pluto&lt;/code&gt; shell script. Finally notice that Nix lazily evaluates all of its code, so the order of defining things generally does not matter.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt; &lt;span class=&#34;n&#34;&gt;pluto&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeShellScriptBin&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;pluto&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;   #!/usr/bin/env bash
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;   HOST=&amp;#34;0.0.0.0&amp;#34; # Default host
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;   PORT=1234      # Default port
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;   # Parse command-line arguments for --host and --port
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;   while [[ &amp;#34;$#&amp;#34; -gt 0 ]]; do
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;       case $1 in
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;           --host) HOST=&amp;#34;$2&amp;#34;; shift ;;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;           --port) PORT=&amp;#34;$2&amp;#34;; shift ;;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;           *) echo &amp;#34;Unknown parameter passed: $1&amp;#34;; exit 1 ;;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;       esac
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;       shift
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;   done
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;   &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;julia-env&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/julia -e &amp;#34;using Pluto; Pluto.run(host=\&amp;#34;$HOST\&amp;#34;, port=$PORT)&amp;#34;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt; &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt; &lt;span class=&#34;n&#34;&gt;julia-env&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;julia&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;withPackages&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Pluto&amp;#34;&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;PythonCall&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h2 id=&#34;making-a-shell-environment&#34;&gt;Making a Shell Environment
&lt;/h2&gt;&lt;p&gt;The following should generally go in the &lt;code&gt;let&lt;/code&gt; &lt;code&gt;in&lt;/code&gt; block of the &lt;code&gt;outputs&lt;/code&gt; section of your flake or in something that gets imported into it. It is a function call that returns a &lt;code&gt;buildEnv&lt;/code&gt; that we call &lt;code&gt;shell-env&lt;/code&gt;. This isn&amp;rsquo;t 100% necessary that we do it seperate like we are, but it will allow us to define our environment once, and use it in both a &lt;code&gt;devShell&lt;/code&gt; and a OCI compliant container. The function takes a couple of named arguments, the first being &lt;code&gt;name&lt;/code&gt; which we just give it a descriptive name. The second argument is &lt;code&gt;paths&lt;/code&gt; which is effectively a list of packages to include. For our example we include &lt;code&gt;julia-env&lt;/code&gt; which we defined above.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt; &lt;span class=&#34;n&#34;&gt;shell-env&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;buildEnv&lt;/span&gt; &lt;span class=&#34;k&#34;&gt;rec&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;   &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;shell-env&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;   &lt;span class=&#34;n&#34;&gt;paths&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;       &lt;span class=&#34;n&#34;&gt;julia-env&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;     &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Below is the actual definition of our shell. There are two arguments (that we have defined here) to pass into the &lt;code&gt;mkShell&lt;/code&gt; function, &lt;code&gt;buildInputs&lt;/code&gt; and &lt;code&gt;shellHook&lt;/code&gt;. The &lt;code&gt;buildInputs&lt;/code&gt; is the packages you want to have in your shell environment. Normally you could just place your packages you want inside the list, but because we don&amp;rsquo;t want to repeat our selves we broke out the above &lt;code&gt;buildEnv&lt;/code&gt; and just use that in the &lt;code&gt;buildInput&lt;/code&gt; section.&lt;/p&gt;
&lt;p&gt;The &lt;code&gt;shellHook&lt;/code&gt; can be thought of as your shell&amp;rsquo;s entrypoint script. It will execute when you enter your shell everytime. For our example we are just echoing some text into the &lt;code&gt;figlet&lt;/code&gt; program.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt; &lt;span class=&#34;n&#34;&gt;shell&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkShell&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;   &lt;span class=&#34;n&#34;&gt;buildInputs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;shell-env&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;   &lt;span class=&#34;n&#34;&gt;shellHook&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;     echo &amp;#34;Example Shell Container with Pluto.jl&amp;#34; | &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;figlet&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/figlet
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;   &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h2 id=&#34;making-an-oci-image&#34;&gt;Making an OCI Image
&lt;/h2&gt;&lt;p&gt;You spent all that time getting your environment just right to be able to run your application and now it needs to be containerized so it can run in Kubernetes somewhere. In the traditional Docker workflow you would have to create a &lt;code&gt;Dockerfile&lt;/code&gt; and spend a lot of time making sure you included all the dependencies of your application, and their dependencies&amp;hellip;and you would have to make sure that the version of the dependency in your base image&amp;rsquo;s package manager was the correct version (looking at you Debian and Redhat)&amp;hellip; several hours later you finally have a Docker image.&lt;/p&gt;
&lt;p&gt;With Nix and this way of making your development environment all you have to do to build a container image is the following:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;shell-img&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dockerTools&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;buildNixShellImage&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;shell-container&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;tag&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;latest&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;drv&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;shell&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;command&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pluto&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;/bin/pluto --port &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;sd&#34;&gt;PORT:-1234&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;This is just a single function call that we assign to the variable &lt;code&gt;shell-img&lt;/code&gt;. The function takes four arguments, a &lt;code&gt;name&lt;/code&gt;, a&lt;code&gt;tag&lt;/code&gt;, a &lt;code&gt;drv&lt;/code&gt;, and a &lt;code&gt;command&lt;/code&gt; which is akin to an entrypoint.&lt;/p&gt;
&lt;p&gt;Take note of the &lt;code&gt;drv&lt;/code&gt; argument. We are passing &lt;code&gt;shell&lt;/code&gt; which is our shell derivation. We also provide a &lt;code&gt;command&lt;/code&gt; that is our &lt;code&gt;pluto&lt;/code&gt; script we wrote above. So what this will do is create a container image that the only things that exist in it are the things we included in our &lt;code&gt;shell&lt;/code&gt; and their dependencies. The &lt;code&gt;entrypoint&lt;/code&gt; for the container will be our &lt;code&gt;pluto&lt;/code&gt; script.&lt;/p&gt;
&lt;h2 id=&#34;the-outputs&#34;&gt;The Outputs
&lt;/h2&gt;&lt;p&gt;All the above was in the &lt;code&gt;let&lt;/code&gt; &amp;hellip; &lt;code&gt;in&lt;/code&gt; section of the &lt;code&gt;outputs&lt;/code&gt; of our Flake, but now we need to actually export those things that we want to make public by defining some common Flake output variables.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;8
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;let&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# ...&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;in&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;devShells&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;default&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;shell&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;pluto&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pluto&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;packages&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;container&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;shell-img&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;em&gt;NOTE: You can define as many shells and packages as it makes sense for your flake.&lt;/em&gt;&lt;/p&gt;
&lt;h2 id=&#34;using-the-flake&#34;&gt;Using the Flake
&lt;/h2&gt;&lt;p&gt;Flakes don&amp;rsquo;t necessarily get installed. You can use any flake directly from the remote &lt;code&gt;git&lt;/code&gt; repository that it resides or from within the local repository on your computer.&lt;/p&gt;
&lt;p&gt;If this flake was in our current directory and it also resided on Gitlab (because GitHub is the devil!) then we could get a shell in our environment we defined either of these two ways.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# local and in the root of the repo&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix develop .
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# remote from gitlab&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix develop gitlab:your-username/this-repo#default
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;You can build the container image and load it into Docker like this:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# local&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix build .#container
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;docker load -i ./result
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# remote&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix build gitlab:your-username/this-repo#container
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;docker load -i ./result
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;To run our Pluto program we can do any of the following:&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# running the loaded image&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;docker run -it --rm -p 8888:1234 shell-container
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# or why even go through that trouble just run pluto directly&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;nix run gitlab:your-username/this-repo#pluto -- --host 127.0.0.1 --port &lt;span class=&#34;m&#34;&gt;8888&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;</description>
        </item>
        <item>
        <title>HashiCorp Vault with Database Engine on NixOS</title>
        <link>https://blog.aicampground.com/p/hashicorp-vault-with-database-engine-on-nixos/</link>
        <pubDate>Sun, 15 Oct 2023 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/hashicorp-vault-with-database-engine-on-nixos/</guid>
        <description>&lt;h1 id=&#34;hashicorp-vault-with-database-engine-on-nixos-a-quick-guide&#34;&gt;HashiCorp Vault with Database Engine on NixOS: A Quick Guide
&lt;/h1&gt;&lt;p&gt;This guide is compatible with Vault 1.8+ and NixOS 21.05+, and will walk you through setting up HashiCorp Vault&amp;rsquo;s Database Secrets Engine on NixOS to manage PostgreSQL database passwords.&lt;/p&gt;
&lt;h2 id=&#34;pre-requisites&#34;&gt;Pre-requisites
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;Vault installed and running&lt;/li&gt;
&lt;li&gt;PostgreSQL installed and running&lt;/li&gt;
&lt;li&gt;Basic understanding of Vault &amp;amp; NixOS&lt;/li&gt;
&lt;li&gt;Basic-to-Advanced understanding of databases&lt;/li&gt;
&lt;/ul&gt;
&lt;hr&gt;
&lt;h2 id=&#34;step-0-initialize-postgresql-database-on-nixos&#34;&gt;Step 0: Initialize PostgreSQL Database on NixOS
&lt;/h2&gt;&lt;p&gt;Add the following configuration to your &lt;code&gt;configuration.nix&lt;/code&gt; to create an initial PostgreSQL database and user.
Read &lt;a class=&#34;link&#34; href=&#34;https://yuweisung.medium.com/postgresql-pg-hba-conf-explained-part1-3792de3d64c2&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;this&lt;/a&gt; to learn more about PostgreSQL authentication.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;networking&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;firewall&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;allowedTCPPorts&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;5432&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;  &lt;span class=&#34;c1&#34;&gt;# Open PostgreSQL port&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;services&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;postgresql&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;package&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;postgresql_13&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;enableTCPIP&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;authentication&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkOverride&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;10&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        # Allow only local connections for the root user
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        local all postgres peer
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        # Require password for Vault-generated users over the network
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        host  all  all  10.8.0.1/24  md5
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        # Deny other remote connections
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        host  all  all  0.0.0.0/0  reject
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        host  all  all  ::0/0  reject
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;initialScript&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;writeText&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;postgresql-init.sql&amp;#34;&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;&amp;#39;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        CREATE DATABASE mydatabase;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        CREATE USER postgres WITH PASSWORD &amp;#39;postgrespassword&amp;#39;;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;        GRANT ALL PRIVILEGES ON DATABASE mydatabase TO postgres;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s1&#34;&gt;      &amp;#39;&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Run &lt;code&gt;nixos-rebuild switch&lt;/code&gt; to apply the changes.&lt;/p&gt;
&lt;hr&gt;
&lt;h2 id=&#34;step-1-enable-the-database-engine-in-vault&#34;&gt;Step 1: Enable the Database Engine in Vault
&lt;/h2&gt;&lt;p&gt;Enable the Vault Database Secrets Engine at the path &lt;code&gt;campground-dbs&lt;/code&gt;.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;vault secrets &lt;span class=&#34;nb&#34;&gt;enable&lt;/span&gt; -path&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;campground-dbs database
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h2 id=&#34;step-2-configure-postgresql-connection&#34;&gt;Step 2: Configure PostgreSQL Connection
&lt;/h2&gt;&lt;p&gt;Next, set up the database connection in Vault. Use a consistent name like &lt;code&gt;my-postgresql-database&lt;/code&gt;.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;export&lt;/span&gt; &lt;span class=&#34;nv&#34;&gt;DB_HOST&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;mattis
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;export&lt;/span&gt; &lt;span class=&#34;nv&#34;&gt;DB_PORT&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;m&#34;&gt;5432&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;export&lt;/span&gt; &lt;span class=&#34;nv&#34;&gt;DB_NAME&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;mydatabase
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;export&lt;/span&gt; &lt;span class=&#34;nv&#34;&gt;ROOT_DB_USER&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;postgres
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;export&lt;/span&gt; &lt;span class=&#34;nv&#34;&gt;ROOT_DB_PASS&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;postgrespassword
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;vault write campground-dbs/config/my-postgresql-database &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nv&#34;&gt;plugin_name&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;postgresql-database-plugin &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nv&#34;&gt;allowed_roles&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;*&amp;#34;&lt;/span&gt; &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nv&#34;&gt;connection_url&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;postgresql://{{username}}:{{password}}@&lt;/span&gt;&lt;span class=&#34;nv&#34;&gt;$DB_HOST&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;nv&#34;&gt;$DB_PORT&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;/&lt;/span&gt;&lt;span class=&#34;nv&#34;&gt;$DB_NAME&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;?sslmode=disable&amp;#34;&lt;/span&gt; &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nv&#34;&gt;username&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;nv&#34;&gt;$ROOT_DB_USER&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt; &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nv&#34;&gt;password&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;nv&#34;&gt;$ROOT_DB_PASS&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h2 id=&#34;step-3-create-a-role-for-credential-generation&#34;&gt;Step 3: Create a Role for Credential Generation
&lt;/h2&gt;&lt;p&gt;Here, &lt;code&gt;db_name&lt;/code&gt; should match the Vault database connection name (&lt;code&gt;my-postgresql-database&lt;/code&gt;), &lt;strong&gt;not&lt;/strong&gt; the PostgreSQL database name (&lt;code&gt;mydatabase&lt;/code&gt;).&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;vault write campground-dbs/roles/mydb-app &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nv&#34;&gt;db_name&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;my-postgresql-database &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nv&#34;&gt;creation_statements&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;CREATE ROLE \&amp;#34;{{name}}\&amp;#34; WITH LOGIN PASSWORD &amp;#39;{{password}}&amp;#39; VALID UNTIL &amp;#39;{{expiration}}&amp;#39;; \
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;s2&#34;&gt;    GRANT SELECT ON ALL TABLES IN SCHEMA public TO \&amp;#34;{{name}}\&amp;#34;;&amp;#34;&lt;/span&gt; &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nv&#34;&gt;default_ttl&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;1h&amp;#34;&lt;/span&gt; &lt;span class=&#34;se&#34;&gt;\
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nv&#34;&gt;max_ttl&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;24h&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h2 id=&#34;step-4-generate-credentials&#34;&gt;Step 4: Generate Credentials
&lt;/h2&gt;&lt;p&gt;Generate a new set of credentials based on the &lt;code&gt;mydb-app&lt;/code&gt; role.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;vault &lt;span class=&#34;nb&#34;&gt;read&lt;/span&gt; campground-dbs/creds/mydb-app
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;hr&gt;
&lt;h2 id=&#34;additional-db-types&#34;&gt;Additional DB Types
&lt;/h2&gt;&lt;p&gt;Vault also supports other databases like MySQL, MongoDB, etc. The setup is similar; you just have to change the plugin name and connection parameters.&lt;/p&gt;
</description>
        </item>
        <item>
        <title>Automated Testing (w/ Gitlab CI/CD &amp; Python)</title>
        <link>https://blog.aicampground.com/p/automated-testing-w/-gitlab-ci/cd-python/</link>
        <pubDate>Thu, 09 Jul 2020 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/automated-testing-w/-gitlab-ci/cd-python/</guid>
        <description>&lt;h1 id=&#34;automated-testing&#34;&gt;Automated Testing
&lt;/h1&gt;&lt;p&gt;These notes will cover how to start a brand new Python project from scratch, initialize a Git repository inside of it, and how to configure the
repository to automatically test all your code every time you push to Gitlab. This will be assumed you have some familiarity with the Python
programming language, and Git version control system. The tutorial will be broken up into two parts, the first covering how to configure
a new project in Python, complete with unit tests, and a second part covering how to make Gitlab automatically run your test scripts
every time a change is pushed to your remote repository.&lt;/p&gt;
&lt;p&gt;&lt;em&gt;NOTE: For brevity this tutorial is only covering how to do testing in Python, but much of the Gitlab Runner stuff is language agnostic and can be easily applied to your language of choice&lt;/em&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Requirements&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://gitlab.com/users/sign_up&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Gitlab Account&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://git-scm.com/downloads&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Git&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://www.python.org/downloads/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Python &amp;gt;=3.6&lt;/a&gt;
&lt;ul&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://python-poetry.org/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;poetry&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://docs.pytest.org/en/stable/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;pytest&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://pytest-cov.readthedocs.io/en/latest/&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;pytest-cov&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a class=&#34;link&#34; href=&#34;https://github.com/medmunds/snapshottest&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;snapshottest&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;creating-a-new-project&#34;&gt;Creating a New Project
&lt;/h2&gt;&lt;p&gt;We are going to use Poetry to create a new Python Project. I chose Poetry because it does a number of things to make dependecy management
in Python much simpiler. It is still a work in progress and some aspects of it are slow but overall it provides a very low barrier of
entry for adhearing to some best practices, such as virtual environments, project structuring, depedency tracking, and unit tests.&lt;/p&gt;
&lt;p&gt;The following will be done from a Bash terminal on a machine running Linux. You will need to make changes to it for your specific OS.
&lt;em&gt;If you are running Windows I HIGHLY!! HIGHLY!! Recommend you at least install and setup &lt;a class=&#34;link&#34; href=&#34;https://docs.microsoft.com/en-us/windows/wsl/install-win10&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;Windows Sub-system for Linux (WSL)&lt;/a&gt;&amp;hellip; or just switch to Linux :-)&lt;/em&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# in a directory you store all your different code projects&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;poetry new automatic_testing
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nb&#34;&gt;cd&lt;/span&gt; automatic_testing
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;ls -lah
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;Notice that &lt;code&gt;poetry&lt;/code&gt; will create a number of directories and some files. This folder structure is generally accepted to be a best practice in Python. More information on how to
use Poetry with an existing code base can be found on the Poetry website.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;8
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;~/code-home/automatic_testing
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;├──automatic_testing
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;│  └──__init__.py
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;├──pyproject.toml
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;├──README.rst
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;└──tests
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;   ├──__init__.py
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;   └──test_automatic_testing.py
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;init-git-repository&#34;&gt;Init Git Repository
&lt;/h3&gt;&lt;p&gt;Once our project is created we can go ahead and initialize our Git repository. I suggest adding a &lt;code&gt;.gitignore&lt;/code&gt; starter files can be found &lt;a class=&#34;link&#34; href=&#34;https://github.com/github/gitignore&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;here&lt;/a&gt;.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt;1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;2
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-bash&#34; data-lang=&#34;bash&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;git init
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;git add .
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;add-python-code&#34;&gt;Add Python Code
&lt;/h3&gt;&lt;p&gt;Now that we have created the scafolding for our Python project and initilized the Git repo lets add some code. The following code is nothing
special, just something I threw together quickly in order to be an example for testing. Either create a file containing the code below or
feel free to use your own code.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;25
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;26
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;27
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;28
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;29
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;30
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;31
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;32
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;33
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;34
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;35
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;36
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;37
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;38
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;39
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;40
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;41
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;42
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;43
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;44
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;45
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;46
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;47
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;48
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;49
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;50
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;51
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;52
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-python&#34; data-lang=&#34;python&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# located at ~/code-home/automatic_testing/automatic_testing/hello_world.py&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;kn&#34;&gt;import&lt;/span&gt; &lt;span class=&#34;nn&#34;&gt;os&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;kn&#34;&gt;import&lt;/span&gt; &lt;span class=&#34;nn&#34;&gt;datetime&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;kn&#34;&gt;import&lt;/span&gt; &lt;span class=&#34;nn&#34;&gt;maya&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;def&lt;/span&gt; &lt;span class=&#34;nf&#34;&gt;hello&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;user&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;str&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;World&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;):&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nb&#34;&gt;print&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;sa&#34;&gt;f&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;Hello &lt;/span&gt;&lt;span class=&#34;si&#34;&gt;{&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;user&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;!&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;def&lt;/span&gt; &lt;span class=&#34;nf&#34;&gt;add&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;a&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;-&amp;gt;&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;a&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;+&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;return&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;def&lt;/span&gt; &lt;span class=&#34;nf&#34;&gt;mult&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;a&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;-&amp;gt;&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;a&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;*&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;return&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;def&lt;/span&gt; &lt;span class=&#34;nf&#34;&gt;div&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;a&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;-&amp;gt;&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;a&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;/&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;return&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;def&lt;/span&gt; &lt;span class=&#34;nf&#34;&gt;sub&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;a&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;-&amp;gt;&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;a&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;-&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;return&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;def&lt;/span&gt; &lt;span class=&#34;nf&#34;&gt;age&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dob&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;str&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;-&amp;gt;&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;int&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;dob&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;maya&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;when&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dob&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;age&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;maya&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;MayaInterval&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;start&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dob&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;end&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;maya&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;now&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;())&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;nb&#34;&gt;print&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;You were born &amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;maya&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;humanize&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;naturaltime&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;age&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;duration&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;))&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;return&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;int&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;age&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;duration&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;split&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34; &amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)[&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;0&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;])&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;if&lt;/span&gt; &lt;span class=&#34;vm&#34;&gt;__name__&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;==&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;__main__&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;kn&#34;&gt;import&lt;/span&gt; &lt;span class=&#34;nn&#34;&gt;argparse&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;parser&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;argparse&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;ArgumentParser&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;Simple program to test Gitlab CI/CD&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;parser&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;add_argument&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;-u&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;--user-name&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;action&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;append&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;help&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;This is the name that will be printed in the greeting&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;parser&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;add_argument&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;-a&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;--A&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;type&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;help&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;A value to have something done to.&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;parser&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;add_argument&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;-b&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;--B&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;type&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;float&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;help&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;B value to do something to A.&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;parser&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;add_argument&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;-f&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;--function&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;dest&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;function&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;choices&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;add&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;mult&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;div&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;s1&#34;&gt;&amp;#39;sub&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;],&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;help&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;The name of the function to run&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;parser&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;add_argument&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;-dob&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;dest&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s1&#34;&gt;&amp;#39;dob&amp;#39;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;type&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;nb&#34;&gt;str&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;help&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;Human formated date of birth&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;args&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;parser&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;parse_args&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;()&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;if&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;args&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;user_name&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;hello&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;user&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;args&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;user_name&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;0&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;])&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;else&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;hello&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;()&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;if&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;args&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;function&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;funcs&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;dict&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;add&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;add&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mult&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mult&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;div&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;div&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;sub&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;sub&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;nb&#34;&gt;print&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;Your answer is: &amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;funcs&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;args&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;function&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;](&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;a&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;args&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;A&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;args&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;B&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;))&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;if&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;args&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dob&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;       &lt;span class=&#34;n&#34;&gt;age&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;args&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;dob&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;add-test-code&#34;&gt;Add Test Code
&lt;/h3&gt;&lt;p&gt;Testing is critical to having good dependable code. Test driven design principles say that we should never write code unless we are writing it to pass a test case.
Realistically this might not always happen, but either way we need to have some tests setup so we know if our code is doing what we say it should be doing. Copy
the following code into your project or write your own tests. A good strategy for organizing your tests is to create one test file per normal file. I generally
keep all my tests stored in a &lt;code&gt;./tests/&lt;/code&gt; directory and follow the pattern of &lt;code&gt;&amp;lt;real_code&amp;gt;.py&lt;/code&gt; and &lt;code&gt;test_&amp;lt;real_code&amp;gt;.py&lt;/code&gt;.&lt;/p&gt;
&lt;p&gt;Pytest is my prefered method for testing in Python, but there are other ways and you don&amp;rsquo;t even have to use a package, but it can make things simiplier. Again
for brevity sake this tutorial will not go into great detail on all the different features of pytest but rather just showcase some practical examples.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Key Points&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Only have to do &lt;code&gt;import pytest&lt;/code&gt; in your test file.&lt;/li&gt;
&lt;li&gt;To test your code make an assertion that your code does what you say it should, and thats it.&lt;/li&gt;
&lt;li&gt;Snapshot testing is good for tracking how changes in code effect your data&amp;hellip; just do &lt;code&gt;import snapshottest&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;To run your tests using Poetry you can do &lt;code&gt;poetry run pytest&lt;/code&gt; and it will run the tests and provide you with the results&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;em&gt;Options Reference&lt;/em&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;code&gt;-x&lt;/code&gt; stops on first failure&lt;/li&gt;
&lt;li&gt;&lt;code&gt;-v -vv -vvv&lt;/code&gt; various levels of verbousness&lt;/li&gt;
&lt;li&gt;&lt;code&gt;-k &amp;quot;&amp;lt;part of test name&amp;gt;&amp;quot;&lt;/code&gt; run a specific test(s) aka Key word expression&lt;/li&gt;
&lt;li&gt;&lt;code&gt;-cov=&amp;lt;module to test&amp;gt; &amp;lt;tests&amp;gt;&lt;/code&gt; get coverage report&lt;/li&gt;
&lt;/ul&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;25
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;26
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;27
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-python&#34; data-lang=&#34;python&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c1&#34;&gt;# located at ~/code-home/automatic_testing/tests/test_hello_world.py&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;kn&#34;&gt;import&lt;/span&gt; &lt;span class=&#34;nn&#34;&gt;pytest&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;kn&#34;&gt;import&lt;/span&gt; &lt;span class=&#34;nn&#34;&gt;snapshottest&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;kn&#34;&gt;from&lt;/span&gt; &lt;span class=&#34;nn&#34;&gt;automatic_testing.hello_world&lt;/span&gt; &lt;span class=&#34;kn&#34;&gt;import&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;add&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;sub&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mult&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;div&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;hello&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;def&lt;/span&gt; &lt;span class=&#34;nf&#34;&gt;test_add&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;snapshot&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;):&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;t1&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;dict&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;a&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;add&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;))&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;snapshot&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;assert_match&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;t1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;t2&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;dict&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;a&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;8&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;34&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;add&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;8&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;34&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;))&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;snapshot&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;assert_match&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;t2&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;assert&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;add&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;!=&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;3&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;assert&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;add&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;40&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;2&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;==&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;42&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;k&#34;&gt;def&lt;/span&gt; &lt;span class=&#34;nf&#34;&gt;test_mult&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;snapshot&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;):&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;t1&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;dict&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;a&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mult&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;))&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;snapshot&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;assert_match&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;t1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;t2&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;nb&#34;&gt;dict&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;a&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;8&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;b&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;34&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;c&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;=&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mult&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;8&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;34&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;))&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;snapshot&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;assert_match&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;t2&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;assert&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mult&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;12&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;!=&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;13&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;k&#34;&gt;assert&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;mult&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;(&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;5&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;5&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;==&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;25&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;](&lt;/span&gt;&lt;span class=&#34;mi&#34;&gt;25&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;)&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;pyproject-file&#34;&gt;PyProject File
&lt;/h3&gt;&lt;p&gt;Just to make sure all dependecies are met for this project here is the &lt;code&gt;pyproject.toml&lt;/code&gt; file I was using.&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;13
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;14
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;15
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;16
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;17
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;18
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;19
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;20
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;21
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;22
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;24
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;25
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;26
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-toml&#34; data-lang=&#34;toml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;tool&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;poetry&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;name&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;automatic_testing&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;version&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;0.1.0&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;description&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;authors&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;Matthew Camp &amp;lt;usmcamp0811@gmail.com&amp;gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;tool&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;poetry&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;dependencies&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;python&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^3.6&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;maya&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^0.6.1&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;tool&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;poetry&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;dev-dependencies&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;pytest&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^5.2&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;snapshottest&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^0.5.1&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;pytest-cov&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^2.10.0&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;pytest-flake8&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^1.0.6&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;pytest-bandit&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^0.5.2&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;isort&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^5.0.4&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;black&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^19.10b0&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;pytest-black&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^0.3.10&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;pytest-logger&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^0.5.1&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;loguru&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^0.5.1&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;coverage-badge&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;^1.0.1&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;nx&#34;&gt;build-system&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;requires&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;poetry&amp;gt;=0.12&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;]&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nx&#34;&gt;build-backend&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;poetry.masonry.api&amp;#34;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h2 id=&#34;create-gitlab-runner-script&#34;&gt;Create Gitlab Runner Script
&lt;/h2&gt;&lt;p&gt;Gitlab will start a &amp;ldquo;Runner&amp;rdquo; whenever a repository has a &lt;code&gt;.gitlab-ci.yml&lt;/code&gt; file present. You can think of the yaml file as kind of a cross between a Dockerfile and a docker-compose file (&lt;em&gt;If you don&amp;rsquo;t know what either of those are then just think of it as a script that will create a virtual environment for your project&lt;/em&gt;).
The file lets you instantiate a single docker container or a series of them to run your code. The computer resources used to run the container are either shared resources belonging to
Gitlab or you can create a Local Runner on your own hardware. Creating a Local Runner is outside the scope of this tutorial but this method would allow for test containers to have access
to large or senstive files.&lt;/p&gt;
&lt;h3 id=&#34;the-parts-of-the-yaml-file&#34;&gt;The Parts of the YAML File
&lt;/h3&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Image:&lt;/strong&gt; The Docker Image you want Gitlab to run things on.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Stages:&lt;/strong&gt; List out the names of the stages you want Gitlab to run for you (ie. Build, Test, Deploy).&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Before Script:&lt;/strong&gt; Any scripting that needs to be done to prep your environment ahead of time&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Stage Section:&lt;/strong&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Build Definition:&lt;/strong&gt; All the steps that need to be done to build your project. &lt;em&gt;Not so important for Python&amp;hellip; more relevant for a compiled language&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Test Definition:&lt;/strong&gt; The steps required to run Pytest or any other testing your project requires.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Deploy Definition:&lt;/strong&gt; You got here so your code is probably production ready..so lets push it to a Repository or what ever place is should go in order to be put into production.&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Minimal Example Yaml File&lt;/strong&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;stages&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;test&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;test&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;image&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;python:3.8&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;stage&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;test&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;script&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;pip install poetry pip --upgrade&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;poetry install&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;poetry run pytest --cov=automatic_testing tests/&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;poetry run coverage-badge&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;coverage&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;/TOTAL.+ ([0-9]{1,3}%)/&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;strong&gt;More Advanced Example&lt;/strong&gt;
&lt;em&gt;NOTE: This is still a work in progress but it does work as it was adapted from an &lt;a class=&#34;link&#34; href=&#34;https://github.com/python-poetry/poetry/issues/366&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;issue&lt;/a&gt; on the Poetry GitHub&lt;/em&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
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&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;59
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;60
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;61
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;62
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;63
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;64
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;65
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;66
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;67
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;68
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;69
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;70
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;71
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;variables&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;PIP_CACHE_DIR&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;${CI_PROJECT_DIR}/.cache/pip&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;cache&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;key&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;${CI_JOB_NAME}&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;paths&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;.cache/pip&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;.venv&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;stages&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;quality&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;tests&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;.install-deps-template&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;&amp;amp;install-deps&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;before_script&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;pip install poetry&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;poetry --version&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;poetry config virtualenvs.in-project true&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;poetry install -vv&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;.quality-template&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;&amp;amp;quality&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;lt;&amp;lt;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;*install-deps&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;image&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;python:3.6&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;stage&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;quality&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;.test-template&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;&amp;amp;test&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;lt;&amp;lt;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;*install-deps&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;stage&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;tests&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;coverage&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;&amp;#34;/TOTAL.+ ([0-9]{1,3}%)/&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;script&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;poetry run pytest --cov=automatic_testing tests/&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;poetry run coverage-badge&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;artifacts&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;paths&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;tests/logs&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;when&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;always&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;expire_in&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;m&#34;&gt;1&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;week&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c&#34;&gt;# Quality jobs ----------------------&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;check-bandit&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;lt;&amp;lt;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;*quality&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;script&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;poetry run bandit .&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;check-black&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;lt;&amp;lt;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;*quality&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;script&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;poetry run black .&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c&#34;&gt;# check-flake8:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c&#34;&gt;#   &amp;lt;&amp;lt;: *quality&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c&#34;&gt;#   script: poetry run flake8 ./automatic_testing&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;check-isort&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;lt;&amp;lt;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;*quality&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;script&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;poetry run isort .&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;c&#34;&gt;# Tests jobs ------------------------&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;python3.6&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;lt;&amp;lt;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;*test&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;image&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;python:3.6&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;python3.7&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;lt;&amp;lt;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;*test&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;image&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;python:3.7&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;python3.8&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;&amp;lt;&amp;lt;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;cp&#34;&gt;*test&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;image&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;python:3.8&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Build a Docker Image Example&lt;/strong&gt;
&lt;em&gt;NOTE: This is also still under development but the basics are here&lt;/em&gt;&lt;/p&gt;
&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
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&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-yaml&#34; data-lang=&#34;yaml&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;image&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;docker:19.03.1-dind&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;stages&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;build_image&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;test&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;build_image&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;image&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;docker:latest&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;stage&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;build_image&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;script&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;c&#34;&gt;# IMPORTANT!! For this to work you MUST! run `dockerd`&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;dockerd &amp;amp;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;sleep 5&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;echo &amp;#34;Building&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;docker build -t ci-cd-example .&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;docker login -u $CI_REGISTERY_USER -p $CI_REGISTERY_PASSWORD $CI_REGISTERY&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;docker push ci-cd-example&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;mkdir build&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;echo &amp;#34;Built example image&amp;#34; &amp;gt; build/example.txt&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;artifacts&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;paths&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;      &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;build/&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;nt&#34;&gt;test&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;stage&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt; &lt;/span&gt;&lt;span class=&#34;l&#34;&gt;test&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;  &lt;/span&gt;&lt;span class=&#34;nt&#34;&gt;script&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;:&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;echo &amp;#34;Testing&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;w&#34;&gt;    &lt;/span&gt;- &lt;span class=&#34;l&#34;&gt;test -f &amp;#34;build/example.txt&amp;#34;&lt;/span&gt;&lt;span class=&#34;w&#34;&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;</description>
        </item>
        <item>
        <title></title>
        <link>https://blog.aicampground.com/p/</link>
        <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
        
        <guid>https://blog.aicampground.com/p/</guid>
        <description>&lt;h1 id=&#34;rmf-compliance-on-nixos-a-modern-framework-for-secure-auditable-systems&#34;&gt;RMF Compliance on NixOS: A Modern Framework for Secure, Auditable Systems
&lt;/h1&gt;&lt;h2 id=&#34;introduction&#34;&gt;Introduction
&lt;/h2&gt;&lt;p&gt;Achieving compliance with the Risk Management Framework (RMF) has traditionally been a manual and cumbersome
process. System integrators and software vendors must work in lockstep to ensure that supply chain integrity,
auditing, and control enforcement align with NIST 800-53 requirements. This is often hard to scale,
difficult to automate, and resistant to modular reuse.&lt;/p&gt;
&lt;p&gt;I present a new framework designed idea for Nix/NixOS that brings modern software engineering practices—declarative
configuration, reproducibility, and immutability—to the RMF compliance process. This model provides a
clean division of responsibilities between software vendors and government integrators.&lt;/p&gt;
&lt;h2 id=&#34;goals&#34;&gt;Goals
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Modular Compliance&lt;/strong&gt;: Shift RMF enforcement into structured metadata and modular NixOS components&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Automation&lt;/strong&gt;: Enable automated control checks, waivers, and audit logging&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Reusability&lt;/strong&gt;: Support composable and reusable compliance modules across projects&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;core-concepts&#34;&gt;Core Concepts
&lt;/h2&gt;&lt;p&gt;The framework defines two primary roles:&lt;/p&gt;
&lt;h3 id=&#34;vendors&#34;&gt;Vendors
&lt;/h3&gt;&lt;p&gt;Use &lt;code&gt;wrapWithRMF&lt;/code&gt; to wrap their software packages with RMF metadata and optional install logic. This allows:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Declaring which RMF controls are &amp;ldquo;met&amp;rdquo; or &amp;ldquo;waived&amp;rdquo;&lt;/li&gt;
&lt;li&gt;Attaching justifications for waived controls&lt;/li&gt;
&lt;li&gt;Including install modules to automatically configure services&lt;/li&gt;
&lt;li&gt;Exposing configuration options (e.g., port numbers) as &lt;code&gt;moduleOptions&lt;/code&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;h3 id=&#34;integrators&#34;&gt;Integrators
&lt;/h3&gt;&lt;p&gt;Use &lt;code&gt;mkRmfModuleFromPackage&lt;/code&gt; to consume wrapped packages and:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Enable/disable the package in system configs&lt;/li&gt;
&lt;li&gt;Selectively enforce or waive controls&lt;/li&gt;
&lt;li&gt;Provide system-specific overrides for settings&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;example-use-case&#34;&gt;Example Use Case
&lt;/h2&gt;&lt;h3 id=&#34;vendor-code&#34;&gt;Vendor Code
&lt;/h3&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
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&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;23
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&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;27
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;28
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;29
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;30
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;31
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;32
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;33
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;34
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;35
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;36
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;37
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;38
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;39
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;wrapWithRMF&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;pkg&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;myApp&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;rmfMeta&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;approved&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;false&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;controls&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;s2&#34;&gt;&amp;#34;AC-17&amp;#34;&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;status&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;met&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;networking&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;firewall&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;srg&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;SRG-APP-000516&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;cci&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;CCI-000366&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;s2&#34;&gt;&amp;#34;CM-2&amp;#34;&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;status&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;waived&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;justification&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;Manually configured for dev.&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;nix&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;settings&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;warn-dirty&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;srg&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;SRG-APP-000142&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;cci&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;CCI-000366&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;poc&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;DevSecOps &amp;lt;sec@aicampground.com&amp;gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;lastReviewed&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;2025-08-15&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;installModule&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;pkgs&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;,&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;...&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;}:&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;config&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;systemd&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;services&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;myApp&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;wantedBy&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;multi-user.target&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;        &lt;span class=&#34;n&#34;&gt;serviceConfig&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;ExecStart&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;${&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;myApp&lt;/span&gt;&lt;span class=&#34;si&#34;&gt;}&lt;/span&gt;&lt;span class=&#34;s2&#34;&gt;/bin/start&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;environment&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;systemPackages&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;myApp&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;moduleOptions&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;port&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;mkOption&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;type&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;n&#34;&gt;lib&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;types&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;port&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;default&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;8080&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;description&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;HTTP port to run the app.&amp;#34;&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;}&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h3 id=&#34;integrator-code&#34;&gt;Integrator Code
&lt;/h3&gt;&lt;div class=&#34;highlight&#34;&gt;&lt;div class=&#34;chroma&#34;&gt;
&lt;table class=&#34;lntable&#34;&gt;&lt;tr&gt;&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code&gt;&lt;span class=&#34;lnt&#34;&gt; 1
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 2
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 3
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 4
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 5
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 6
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 7
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 8
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt; 9
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;10
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;11
&lt;/span&gt;&lt;span class=&#34;lnt&#34;&gt;12
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;
&lt;td class=&#34;lntd&#34;&gt;
&lt;pre tabindex=&#34;0&#34; class=&#34;chroma&#34;&gt;&lt;code class=&#34;language-nix&#34; data-lang=&#34;nix&#34;&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;n&#34;&gt;campground&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;rmf&lt;/span&gt;&lt;span class=&#34;o&#34;&gt;.&lt;/span&gt;&lt;span class=&#34;n&#34;&gt;example-flask-app&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;enable&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;true&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;settings&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;port&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;mi&#34;&gt;9001&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;n&#34;&gt;controls&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;n&#34;&gt;CM-2&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;{&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;enabled&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;no&#34;&gt;false&lt;/span&gt;&lt;span class=&#34;p&#34;&gt;;&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;      &lt;span class=&#34;n&#34;&gt;justification&lt;/span&gt; &lt;span class=&#34;o&#34;&gt;=&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;[&lt;/span&gt; &lt;span class=&#34;s2&#34;&gt;&amp;#34;dev system&amp;#34;&lt;/span&gt; &lt;span class=&#34;p&#34;&gt;];&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;    &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;  &lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;span class=&#34;line&#34;&gt;&lt;span class=&#34;cl&#34;&gt;&lt;span class=&#34;p&#34;&gt;};&lt;/span&gt;
&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;
&lt;/div&gt;
&lt;/div&gt;&lt;h2 id=&#34;built-in-guarantees&#34;&gt;Built-in Guarantees
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;Every control must be marked as &lt;code&gt;met&lt;/code&gt; or &lt;code&gt;waived&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Every waived control must include a &lt;code&gt;justification&lt;/code&gt;&lt;/li&gt;
&lt;li&gt;Control configs are enforced only if enabled&lt;/li&gt;
&lt;li&gt;Install logic is executed only if the package is enabled&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;These guarantees ensure that compliance status is declarative and machine-auditable.&lt;/p&gt;
&lt;h2 id=&#34;glossary&#34;&gt;Glossary
&lt;/h2&gt;&lt;table&gt;
  &lt;thead&gt;
      &lt;tr&gt;
          &lt;th&gt;Term&lt;/th&gt;
          &lt;th&gt;Description&lt;/th&gt;
      &lt;/tr&gt;
  &lt;/thead&gt;
  &lt;tbody&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;code&gt;rmfMeta&lt;/code&gt;&lt;/td&gt;
          &lt;td&gt;Metadata declaring RMF control statuses and audit data&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;code&gt;controls&lt;/code&gt;&lt;/td&gt;
          &lt;td&gt;Per-control compliance information, configuration, and tags&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;code&gt;settings&lt;/code&gt;&lt;/td&gt;
          &lt;td&gt;Configurable values surfaced by the vendor&lt;/td&gt;
      &lt;/tr&gt;
      &lt;tr&gt;
          &lt;td&gt;&lt;code&gt;installModule&lt;/code&gt;&lt;/td&gt;
          &lt;td&gt;Optional vendor logic to configure the application&lt;/td&gt;
      &lt;/tr&gt;
  &lt;/tbody&gt;
&lt;/table&gt;
&lt;h2 id=&#34;future-directions&#34;&gt;Future Directions
&lt;/h2&gt;&lt;ul&gt;
&lt;li&gt;Add support for STIG profile selection&lt;/li&gt;
&lt;li&gt;Auto-generate OSCAL compliance reports&lt;/li&gt;
&lt;li&gt;Build CI checks for control status validation&lt;/li&gt;
&lt;li&gt;Include SBOM as &lt;code&gt;passthru&lt;/code&gt; metadata&lt;/li&gt;
&lt;li&gt;Support VM-based penetration testing&lt;/li&gt;
&lt;/ul&gt;
&lt;h2 id=&#34;conclusion&#34;&gt;Conclusion
&lt;/h2&gt;&lt;p&gt;This framework brings reproducibility and modularity to RMF compliance on NixOS. By splitting responsibilities and enforcing structure through type-safe Nix code, it enables secure-by-default patterns that can scale across large, multi-team programs. It sets the foundation for integrating security compliance into the software development lifecycle, rather than treating it as a post-hoc audit artifact.&lt;/p&gt;
&lt;p&gt;Learn more or contribute at: &lt;a class=&#34;link&#34; href=&#34;https://github.com/usmcamp0811/rmf-nix&#34;  target=&#34;_blank&#34; rel=&#34;noopener&#34;
    &gt;github.com/usmcamp0811/rmf-nix&lt;/a&gt;&lt;/p&gt;
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