Tag: performance

MYSQL PHP Charting epoch Time series data

I was writing PHP code to generate EMC VMAX performance reports / charts stored in MySQL DB. As we know that Unisphere REST API output performance metrics in epoch (13 digits) format (milliseconds). As an example, to draw a line chart for Frontend Director’s Read Response Time with X axis / Abscissa as epoch time. I’ve used below query to generate the datapoints to draw the chart using pChart

SELECT TIME(FROM_UNIXTIME(timstamp/1000)) as TIME, ROUND(AVG(perfval),2) as wrt FROM vmax_perf


and objname =’fe’ and perfparam =’ReadResponseTime’

group by HOUR(FROM_UNIXTIME(timstamp/1000))

Let me explain the above statement

TIME(FROM_UNIXTIME(timstamp/1000)) :: Extract Time from the epoch (13 digit) format in millisecond

ROUND(AVG(perfval),2) :: Average of Read Response Time per Hour rounded output to 2 digits after decimal point

DAYOFMONTH(FROM_UNIXTIME(timstamp/1000)) = DAYOFMONTH(DATE_SUB(curdate(), INTERVAL 1 DAY)) :: Extract day (ex. ’12’ from 12th Nov 2016 where current date is 13th Nov 2016) and display the data points

group by HOUR(FROM_UNIXTIME(timstamp/1000)) :: Print the datapoints for every hour


If interested, please reach out to me to get the PHP code.

Stay Tuned for more updates on MySQL queries to generate charts for Daily, Weekly, Monthly and Quarterly performance reports / charts. Thanks for stopping by… Please leave your comments / suggestions.

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EMC VMAX Storage Automated Performance Report

This blog is being written as a companion to my previous blog on Automated EMC VMAX Capacity Reporting


In recent times, we’re asked to develop scripts to capture performance metrics from EMC VMAX storage. There is a ‘symstat’ command with many attributes to capture performance metrics information from the array. But this command was not fulfilling all our requirements. While exploring various options and consultation with EMC support / community we decided to try Unisphere / RESTAPI.

So far I was using Perl as THE LANGUAGE to talk to my storage arrays. But I was forced to switch over to Python which works best with REST API / JSON. Additionally, there are lots of code out there on RESTAPI written in Python. So it is easy to ‘get inspired’ by those codes and write customized code for our requirements. So this would make me yet another ‘Pythonistas’ 🙂

This is my first ever Python (version 2.7 on GNU/Debian Linux) script to capture EMC VMAX Performance Metrics retrieved from Unisphere for VMAX (version 8.2) via RESTAPI. I’ve referred this Python script to develop custom script to suit our requirements. Many thanks to Matt Cowger (mcowger) for sharing the script in Github.

There are plenty of metrics that can be captured using this script but I’ve written a simple code for demo purpose to print few metrics in CSV format which can be either imbibed by excel for further reporting / charting or injected to MySQL DB to do many stuffs…

Here is the sample + cropped output for reference. In the below table timestamp (column B) is in epoch format which is converted to MYSQL datetime format via INSERT query



P.S: I’ve changed VMAX serial number for various factors🙂

If interested, please reach out to me to get these Python scripts.

Image Courtesy: https://www.emc.com

References: https://github.com/mcowger/randompython/blob/master/symmREST.py

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