Benchmarking and Performance Improvement: objective 2 memory profiler

[haleelsada]

📝 Description

Type: :🌞 GSoC

PR on second objective Create a memory usage profile of idea TARDIS Benchmarking and Performance Improvement GSOC'24.

Observation:
montecarlo_main_loop and various imports consume most of the memory. few suggestions that can be followed to reduce this:

• Examine imports and change high memory consuming imports.
• In montecarlo_main_loop replace lists with numpy arrays.
• There are lots of copying happening inside the function. minimize those copies.
• Optimize loop to minimize unnecessary operations.
• Try to change data structures to use minimum memory overhead.

📌 Resources

memray

🚦 Testing

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☑️ Checklist

• I requested two reviewers for this pull request
• I updated the documentation according to my changes
• I built the documentation by applying the build_docs label

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