Update notebooks using GPU & puzzle batching

[Xmaster6y]

Summary by Sourcery

This pull request introduces GPU support for running models in the notebooks, updates notebook URLs to use underscores, enhances puzzle evaluation metrics, refactors Sampler classes, and updates documentation and tests accordingly.

• New Features:
  • Added support for running models on GPU in the notebooks.
• Enhancements:
  • Updated notebook links to use underscores instead of hyphens in URLs.
  • Improved puzzle evaluation metrics by adding normalized perplexity.
  • Refactored Sampler classes to remove use_argmax attribute from the base class and handle it in derived classes.
• Documentation:
  • Updated README and notebook documentation to reflect new GPU support and updated URLs.
• Tests:
  • Added new tests for puzzle evaluation with batch size.
  • Updated existing tests to reflect changes in Sampler class structure and new batch size handling.

[sourcery-ai]

Reviewer's Guide by Sourcery

This pull request focuses on updating the notebooks to fix broken links, refactoring the sampling logic to improve flexibility and performance, and updating test cases to align with these changes. Additionally, it includes the removal of obsolete notebook files and the addition of new feature links in the README.

File-Level Changes

Files	Changes
docs/source/notebooks/features/move_prediction.ipynb docs/source/notebooks/features/convert_official_weights.ipynb	Fixed broken Colab and internal links to ensure proper navigation and execution.
src/lczerolens/play/sampling.py src/lczerolens/play/puzzle.py	Refactored sampling and puzzle evaluation logic to improve flexibility and performance, including support for additional parameters and normalized perplexity calculation.
tests/unit/core/test_puzzle.py tests/unit/core/test_sampling.py	Updated test cases to align with refactored sampling logic and added new test cases for batch size evaluation.
README.md docs/source/notebooks/features/evaluate-models-on-puzzles.ipynb docs/source/notebooks/features/run-models-on-gpu.ipynb	Fixed broken links in README and removed obsolete notebook files.

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[sourcery-ai]

Hey @Xmaster6y - I've reviewed your changes and found some issues that need to be addressed.

Blocking issues:

• Hard-coded GitHub repository URL found. (link)
• Hard-coded Google Drive file ID found. (link)

Here's what I looked at during the review

• 🟡 General issues: 8 issues found
• 🔴 Security: 2 blocking issues
• 🟡 Testing: 2 issues found
• 🟢 Complexity: all looks good
• 🟢 Documentation: all looks good

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