But you can also exploit the benefits of parallelism and multiprocessing (having multiple processes running in parallel) for **CPU bound** workloads like those in Machine Learning systems.

That, plus the simple fact that Python is the main language for **Data Science**, Machine Learning and especially Deep Learning, make FastAPI a very good match for Data Science / Machine Learning web APIs and applications (among many others).

    vcs.useAbsoluteVcs(VersionedSettingsBranch.fromDslContext().vcsRootId())

    features {
        freeDiskSpace {
            // Lower the limit such that the agent work directories aren't cleaned during the AMI baking process
            requiredSpace = "100mb"
        }
    }

    params {
        param("defaultBranchName", "master")
        param("env.JAVA_HOME", javaHome(BuildToolBuildJvm, Os.LINUX))
    }

## Decision

The Gradle project adopts **American English** as the standard language variant for all code, comments, documentation, user-facing messages, and written communication.

### Examples

Use American English spelling, for example:

* `color` (not `colour`)
* `initialize` (not `initialise`)
* `behavior` (not `behaviour`)

room at all for any lesson-books!'

  And so she went on, taking first one side and then the other,
and making quite a conversation of it altogether; but after a few
minutes she heard a voice outside, and stopped to listen.

  `Mary Ann!  Mary Ann!' said the voice.  `Fetch me my gloves
this moment!'  Then came a little pattering of feet on the
stairs.  Alice knew it was the Rabbit coming to look for her, and

 */
enum class Protocol(
  private val protocol: String,
) {
  /**
   * An obsolete plaintext framing that does not use persistent sockets by default.
   */
  HTTP_1_0("http/1.0"),

  /**
   * A plaintext framing that includes persistent connections.
   *
   * This version of OkHttp implements [RFC 7230][rfc_7230], and tracks revisions to that spec.
   *

++++

This section discusses the changes that you need to be aware of when migrating
your application to {es} ${majorDotMinor}.

See also <<release-highlights>> and <<es-release-notes>>.
<% if (isElasticsearchSnapshot) { %>
coming[${version}]
<% } %>
//NOTE: The notable-breaking-changes tagged regions are re-used in the
//Installation and Upgrade Guide
<% if (breakingChangesByNotabilityByArea.isEmpty() == false) { %>
[discrete]

[[release-highlights]]
== What's new in {minor-version}

coming::[{minor-version}]

Here are the highlights of what's new and improved in {es} {minor-version}!
ifeval::[\\{release-state}\\"!=\\"unreleased\\"]
For detailed information about this release, see the <<es-release-notes>> and
<<breaking-changes>>.
endif::[]
<% if (priorVersions.size() > 0) { %>
// Add previous release to the list
Other versions:

<%

<% for (version in changelogsByVersionByTypeByArea.keySet()) {
def unqualifiedVersion = version.withoutQualifier()
%>[[release-notes-$unqualifiedVersion]]
== {es} version ${unqualifiedVersion}
<% if (version.isSnapshot()) { %>
coming[$unqualifiedVersion]
<% } %>
Also see <<breaking-changes-${ version.major }.${ version.minor },Breaking changes in ${ version.major }.${ version.minor }>>.
<% if (changelogsByVersionByTypeByArea[version]["security"] != null) { %>

import org.junit.jupiter.params.provider.ArgumentsProvider
import org.junit.jupiter.params.provider.ArgumentsSource
import org.junit.jupiter.params.support.ParameterDeclarations

/**
 * This enforces us having the params classes on the classpath to workaround
 * https://github.com/graalvm/native-build-tools/issues/745
 */
class WithArgumentSourceTest {
  @ParameterizedTest
  @ArgumentsSource(FakeArgumentsProvider::class)

systems is data "<dfn title="also called marshalling, conversion">serialization</dfn>" which is taking data from the code (Python) and converting it into something that can be sent through the network. For example, converting an object containing data from a database into a JSON object. Converting `datetime` objects into strings, etc.

Another big feature needed by APIs is data validation, making sure that the data is valid, given certain parameters. For example, that some field is an `int`,...