Determining Resource Requirements
Sid provides (theoretically) unlimited computing resources, though it is worthwhile to economize and consider the necessary scale of your application.
CPU
Multi-threading
Parallelization
Refactoring
RAM
Static analysis
Find the main looping portion of your application, and determine the total size (in bytes) of all your variables. Are you reading in chunks of data (e.g., line-by-line, item-by-item), or do you slurp it all in in one single go?
Analyze scalability
Run your application with only a tiny subset of your data and measure CPU, RAM, and disk usage. How will the application scale? Constant, linear, quadratic, exponential?
Binary Search
Use binary search to find the optimal resource settings:
Disk
Ephemeral Storage
Google Drive
Azure (coming soon)
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