You can pass plugin options using data-options attribute. Please make sure to use valid json code.
Plugin DocsJSON Formatter<input type="text" class="tags-input" value="Amsterdam,Washington,Sydney,Beijing,Cairo" data-options='{ "tagClass": "badge badge-danger" }' >