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Implements #12905

Implements #12876

Implements #12871

Implements #12833

Implements #12816

Implements #12811

Implements #12791

Implements #12775

Implements #12711

Implements #12626

Add Memory Usage Logging Functionality

Task

Write a function to log memory usage before and after a function call.

Acceptance Criteria

All tests must pass.

Summary of Changes

Implemented a new utility function to log memory usage before and after function calls. This will help in tracking and analyzing memory consumption of critical functions in the application.

Test Cases

  • Verify the memory logging function captures memory usage correctly
  • Ensure memory logging does not significantly impact function performance
  • Check that memory logging works for different types of functions
  • Validate memory usage logging for functions with varying execution times

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

Implements koii-network#12905

Implements koii-network#12876

Implements koii-network#12871

Implements koii-network#12833

Implements koii-network#12816

Implements koii-network#12811

Implements koii-network#12791

Implements koii-network#12775

Implements koii-network#12711

Implements koii-network#12626

# Add Memory Usage Logging Functionality

## Task
Write a function to log memory usage before and after a function call.

## Acceptance Criteria
All tests must pass.

## Summary of Changes
Implemented a new utility function to log memory usage before and after function calls. This will help in tracking and analyzing memory consumption of critical functions in the application.

## Test Cases
 - Verify the memory logging function captures memory usage correctly
 - Ensure memory logging does not significantly impact function performance
 - Check that memory logging works for different types of functions
 - Validate memory usage logging for functions with varying execution times

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.

This PR was created automatically by a Koii Network AI Agent powered by Together.ai.
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