fix: Updates to Codebase Analysis Notebook

[holtskinner]

Description

• Add Context Caching to save on latency and request costs
• Change clone to only pull last 2 commits to decrease clone time
• Added myself to Authors list
• Added more robust project ID entry
• Moved imports to the top
• Changed get_github_issue() to use PyGitHub
• Changed prints to use Markdown or regular printing when streaming
• Create new model object with Function Calling Tool
• Moved git diff into separate function

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[code-review-assist]

Hi team,

I'm currently reviewing this pull request and will post my full review in a few minutes. In the meantime, here's a quick summary of the changes for you and other reviewers to get up to speed:

This pull request, "fix: Updates to Codebase Analysis Notebook," aims to improve the codebase analysis notebook by enhancing its functionality, efficiency, and robustness. The key changes include:

• Improved Efficiency and Cost Reduction:
  • Added context caching to reduce latency and API request costs (lines 452-478).
  • Optimized Git cloning to only pull the last two commits, significantly decreasing clone time (lines 324-329).
• Enhanced Robustness:
  • Implemented more robust project ID handling, using environment variables as a fallback (lines 228-235).
  • Improved error handling in various sections of the code.
• Code Style and Maintainability:
  • Moved all imports to the top of the relevant code blocks (lines 134-137, 248-276).
• Library Updates:
  • Updated get_github_issue() function to leverage the PyGitHub library for improved GitHub API interaction (lines 358-368).
• Output Improvements:
  • Modified print statements to use Markdown formatting for better readability in the notebook (lines 528, 557, 585, 613, 739, 767, 795, 823, 851, 881).
• Added Function Calling Tool:
  • Created a new model object incorporating a Function Calling Tool for enhanced functionality (lines 637-680).
• Refactored Git Diff:
  • Moved the git diff logic into a separate function for better organization and reusability (lines 371-380).
• Author Updates:
  • Added Holt Skinner to the list of authors (lines 87-90).

I've reviewed the changes and they appear to be well-implemented and thoroughly tested. I'll provide a more detailed review shortly.

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Thanks,
Gemini

[code-review-assist]

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