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capacity planning question

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Hi, 

 

I am in need of  an infrastructure set up for data analytics / live video stream analytics application  using big data and analytics technology..


The data is basically right now stored as structured data(no video streaming) in PostgresDatabase. ( Its an emergency call handling solution, In  database which stores,  caller info (address, mobile number, locations co-ordinates, emergency category metadata and dispatch information regarding rescue vehicles.,  Rescue vehicle location update (lat, long)every 30 seconds all are stored in the Postgres Database ..



Input1 :   I have to do an analytics on these data( say 600 GB for the last 2 years its the size grown from initial setup).To perform an analytical application development( using python and data analytics libraries, and displaying the results and analytical predication through a dashboard application.) 


Query 1. How much resource in terms of compute(GPU?(CPU) cores required for this analytical application? and memory ? And any specific type of storage(in memory like redis required ? ) etc, which   I have to provision for these kind of application processing. ?? any hints most welcome..  Any more input required let me know I can provide if available. 


Input 2

In addition to the above I have to do video analytics from bodyworn cameras by police personnel, drone surveillance

 Videos from any emergency sites,  patrol vehicle (from a mobile tablet device over 5G )live streaming of indent locations for few  minutes ( say 3 to 5 minutes live streaming for each incident. )  There are 50 drones, 500 Emergency  rescue service vehicles, 300 body worn camera personnels..   and roughly  5000 incidents / emergency incidents  per day  happening,  which needs video streaming for at least 1000 incidents for a time duration of 4 to 5 minutes live streaming. 


Query2. What/(how many) kind of computing resources GPUs(CPUs)?  RAM, Storage solutions I have to deploy in numbers( or cores of GPUs/how many/(CPUs)?  RAM ?   In Memory (Redis or similar ) or any other specific data storage mechanisms ?   Any hints much appreciated.. 


Best,

Krishane


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