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Displaying posts with tag: metrics (reset)
Prophet: Forecasting our Metrics (or Predicting the Future)

In this blog post, we’ll look at how Prophet can forecast metrics.

Facebook recently released a forecasting tool called Prophet. Prophet can forecast a particular metric in which we have an interest. It works by fitting time-series data to get a prediction of how that metric will look in the future.

For example, it could be used to:

  • Predict how much HTTP traffic we will get, and scale accordingly when needed
  • See if a particular feature of our application will have success or if its usage will decline
  • Get an approximate date when our database server’s resources will be exhausted
  • Forecast new customer’s sign up and resize the staff accordingly
  • See what next year’s Black Friday or Cyber Monday will look like, and if we have the resources to handle them
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Determining I/O Throughput for a System

At Kscope this year, I attended a half day in-depth session entitled Data Warehousing Performance Best Practices, given by Maria Colgan of Oracle. In that session, there was a section on how to determine I/O throughput for a system, because in data warehousing I/O per second (iops) is less important than I/O throughput (how much actual data goes through, not just how many reads/writes).

The section contained an Oracle-specific in-database tool, and a standalone tool that can be used on many operating systems, regardless of whether or not a database exists:

If Oracle is installed, run DBMS_RESOURCE_MANAGER.CALIBRATE_IO:

SET SERVEROUTPUT ON
DECLARE
lat INTEGER;
iops INTEGER;
mbps INTEGER;
BEGIN
-- DBMS_RESOURCE_MANAGER.CALIBRATE_IO(<DISKS>, <MAX_LATENCY>,iops,mbps,lat);
DBMS_RESOURCE_MANAGER.CALIBRATE_IO (2, 10, iops, mbps, lat); …
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Showing entries 1 to 2