kinshara

kinshara

Member Since 5 Years Ago

Jakarta

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Level 1
1,965 XP
Jun
18
1 month ago
Activity icon

Started a new Conversation Best Way To Simplified The Process?

Hi everyone,

currently, I have one simulator program that calculating and analyzing data. the process is simple, admin makes the case with indicators and the system will fetch the data and calculate based on the indicators that admin made.

and also, currently, I have 10 queue workers standby and manage by supervisor and my queue driver is using Redis right now.

so the step by step process is.

  • The system will generate some simulations to run (let's say, it generate 40k simulation) and queue it.
  • 10 workers will run the simulation one by one until 40k.
  • inside the simulation, it will fetch 87,6k raw data from the database (I use MongoDB). and loop for each raw data to calculate and analyze them order by date.
  • each loop will broadcast using socket.io to show the progress for each simulator.
  • after the loop, the system will summarize the result and write it to the database.

which then, my system will fetch the same 87,6k raw data for 40k times. and all I need to do is just wait, it will be finished around 3 days.

is there any way I can do to reduce the time? someone told me that I can cache the raw data into the Redis, so there will be only 1 connection to the database as initial fetch. is it possible? to hold 87,6k raw data? what if I use priority queue? will there any problem?

thank you