The Problem

There is the Photoswipe Gallery Sample in the Hugo Themefor GitLab pages, if You clone it from GitLab.
But there is a bug, inside a post with Photoswipe Gallery, where u get stuck after clicking on an image and closing it

Thanks to this article I understood what went wrong.
So basicly its because in the load-photoswipe.js file the last line triggeres Photoswipe twice. So Li-Wen Yip the creator stated:

The main point is: if you are going to load the js files in the footer of your theme, you need to comment out the < script> tags in the load-photoswipe shortcode (or use the load-photoswipe-theme shortcode).

Also he pointed to this instruction page.

However, I could not solve the problem with ether commenting out any kind of < script> tags or even delting the whole code part inside the file hugo/themes/beautifulhugo/layouts/shortcodes/load-photoswipe.html:

#<script src="https://code.jquery.com/jquery-1.12.4.min.js" integrity="sha256-ZosEbRLbNQzLpnKIkEdrPv7lOy9C27hHQ+Xp8a4MxAQ=" crossorigin="anonymous"></script>
#<script src="/js/load-photoswipe.js"></script>

It would only destroy the the Photoswipe Gallery in the main page but inside of a post the Photoswipe Gallery was still working.
Also using load-photoswipe-theme instead of load-photoswipe didn`t solve the problem for me. It destroyed Photoswipe Gallery inside the post.
So i thougt i could disable the Photoswipe shortcode in the footer since it runs already in the header and the problem is caused by running it twice.
By removing the following code part from the file hugo/themes/beautifulhugo/layouts/partials/footer.html

<!-- Load PhotoSwipe js if the load-photoswipe shortcode has been used -->
{{ if ($.Scratch.Get "photoswipeloaded") }}
<script src="https://cdnjs.cloudflare.com/ajax/libs/photoswipe/4.1.1/photoswipe.min.js" integrity="sha256-UplRCs9v4KXVJvVY+p+RSo5Q4ilAUXh7kpjyIP5odyc=" crossorigin="anonymous"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/photoswipe/4.1.1/photoswipe-ui-default.min.js" integrity="sha256-PWHOlUzc96pMc8ThwRIXPn8yH4NOLu42RQ0b9SpnpFk=" crossorigin="anonymous"></script>
<script src="/js/load-photoswipe.js"></script>
{{ end }}

Between this two lines:

<script> renderMathInElement(document.body); </script>

<!-- Google Custom Search Engine -->

So after that the file looks like this :

<footer>
  <div class="container">
    <div class="row">
      <div class="col-lg-8 col-lg-offset-2 col-md-10 col-md-offset-1">
        <ul class="list-inline text-center footer-links">
          {{ range .Site.Data.beautifulhugo.social.social_icons }}
            {{- if isset $.Site.Author .id }}
              <li>
                <a href="{{ printf .url (index $.Site.Author .id) }}" title="{{ .title }}">
                  <span class="fa-stack fa-lg">
                    <i class="fa fa-circle fa-stack-2x"></i>
                    <i class="{{ .icon }} fa-stack-1x fa-inverse"></i>
                  </span>
                </a>
              </li>
            {{- end -}}
          {{ end }}
          {{ if .Site.Params.rss }}
          <li>
            <a href="{{ "index.xml" | absLangURL }}" title="RSS">
              <span class="fa-stack fa-lg">
                <i class="fa fa-circle fa-stack-2x"></i>
                <i class="fa fa-rss fa-stack-1x fa-inverse"></i>
              </span>
            </a>
          </li>
          {{ end }}
        </ul>
        <p class="credits copyright text-muted">
          {{ .Site.Author.name }}
          &nbsp;&bull;&nbsp;
          {{ .Site.LastChange.Format "2006" }}

          {{ if .Site.Title }}
            &nbsp;&bull;&nbsp;
            <a href="{{ "" | absLangURL }}">{{ .Site.Title }}</a>
          {{ end }}
        </p>
        <!-- Please don't remove this, keep my open source work credited :) -->
        <p class="credits theme-by text-muted">
          {{ i18n "poweredBy" . | safeHTML }}
          {{ with .Site.Params.commit }}&nbsp;&bull;&nbsp;[<a href="{{.}}{{ getenv "GIT_COMMIT_SHA" }}">{{ getenv "GIT_COMMIT_SHA_SHORT" }}</a>]{{ end }}
        </p>
      </div>
    </div>
  </div>
</footer>

<script src="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.7.1/katex.min.js" integrity="sha384-/y1Nn9+QQAipbNQWU65krzJralCnuOasHncUFXGkdwntGeSvQicrYkiUBwsgUqc1" crossorigin="anonymous"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.7.1/contrib/auto-render.min.js" integrity="sha384-dq1/gEHSxPZQ7DdrM82ID4YVol9BYyU7GbWlIwnwyPzotpoc57wDw/guX8EaYGPx" crossorigin="anonymous"></script>
<script src="https://code.jquery.com/jquery-1.12.4.min.js" integrity="sha256-ZosEbRLbNQzLpnKIkEdrPv7lOy9C27hHQ+Xp8a4MxAQ=" crossorigin="anonymous"></script>
<script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha384-Tc5IQib027qvyjSMfHjOMaLkfuWVxZxUPnCJA7l2mCWNIpG9mGCD8wGNIcPD7Txa" crossorigin="anonymous"></script>
<script src="{{ "js/main.js" | absURL }}"></script>
<script src="{{ "js/highlight.min.js" | absURL }}"></script>
<script> hljs.initHighlightingOnLoad(); </script>
<script> renderMathInElement(document.body); </script>

<!-- Google Custom Search Engine -->
{{ if .Site.Params.gcse }}
<script>
  (function() {
    var cx = '{{ .Site.Params.gcse }}';
    var gcse = document.createElement('script');
    gcse.type = 'text/javascript';
    gcse.async = true;
    gcse.src = 'https://cse.google.com/cse.js?cx=' + cx;
    var s = document.getElementsByTagName('script')[0];
    s.parentNode.insertBefore(gcse, s);
  })();
</script>
{{ end }}

{{- partial "footer_custom.html" . }}

And voilĂ  it worked, The Photoswipe Gallery now works on the main page and inside of a post.