Trying to get a sense of which Power BI Service (cloud) functions are available in Power BI Report Server (on premises), and which are not.
The following Power BI Service functions appear to be absent in Power BI Report Server (August 2017 preview):
Power BI Datasets
Authoring new reports directly from the web (Power BI Report Server)
Generate Automatic Insights from the data
Show related content (From the context of a selected Power BI report, identify other reports on the Report Server that are derived from the same data source)
Subscribe to emails when data for a report is updated
Get data alerts when dashboard data passes certain limits
Show Report Usage metrics
Share report to an email address
Show who has been granted access to a report
Schedule refresh of Power BI Report data
Refresh Power BI Report
Package Report content as an App
And probably other items.
If any of these items are available in Power BI Report Server (August 2017 preview), please let me know, and/or explain how to use that feature.
Some of features you listed are under review or started by PG team, eg: subscription, dashboard, etc. You can check status here: https://ideas.powerbi.com/forums/265200-power-bi-ideas/category/207604-report-server?page=1