Clarify CUDA 12 and TensorRT requirements in README and playgroground and update pre-commit

[CuriousDolphin]

PR Summary

TITLE

Update pre-commit hooks and enhance README with CUDA and TensorRT instructions

CONTEXT

This PR was created to update the pre-commit hooks to their latest versions and to provide clearer instructions for setting up CUDA and TensorRT, which are essential for local inference using onnxruntime. The changes aim to improve the development workflow and ensure that users have the necessary environment setup for optimal performance.

KEY CHANGES

• Updated .pre-commit-config.yaml to use newer versions of pre-commit hooks.
• Enhanced README.md with detailed instructions for installing CUDA 12 and TensorRT.
• Added new sections in notebooks/playground.ipynb to demonstrate available runtime types and usage of OnnxRuntime with CUDA and TensorRT.

IMPACT

• The updates to the pre-commit hooks may affect the development workflow by enforcing new checks or rules.
• The README changes provide clearer guidance for users setting up their local environment, potentially reducing setup errors.
• The notebook changes offer additional examples and documentation for using different runtime types, which can aid in model deployment and inference.

TECHNICAL DETAILS

• Pre-commit Hooks: Updated versions in .pre-commit-config.yaml to ensure compatibility and leverage new features or fixes.

  - repo: https://github.com/pre-commit/pre-commit-hooks
    rev: v5.0.0
  - repo: https://github.com/hadialqattan/pycln
    rev: v2.4.0

• CUDA and TensorRT: Added installation instructions in README.md to guide users through setting up the necessary dependencies for onnxruntime.

  ### CUDA 12
  apt-get -y install cudnn9-cuda-12
  
  ### (Optional) TensorRT
  sudo apt-get install tensorrt

• Notebook Enhancements: Added markdown and code cells in notebooks/playground.ipynb to illustrate the use of different runtime types and configurations.

  from focoos.ports import RuntimeTypes
  for runtime_type in RuntimeTypes:
      print(runtime_type)

[github-actions]

Coverage Report •

File	Stmts	Miss	Cover	Missing
TOTAL	784	453	42%

report-only-changed-files is enabled. No files were changed during this commit :)

Tests	Skipped	Failures	Errors	Time
3	0 💤	0 ❌	0 🔥	3.677s ⏱️