This guide can be generated using Maven; as simple as:
mvn
The PDF and html versions are created in target/generated-docs
.
Alternatively, you can simply load up src/main/asciidoc/README.adoc
into AsciidocFX and then manually save as PDF.
(Note that AsciidocFX uses its own template, so the PDF will be different to that created by Maven).