AutoBatch protect from extreme batch sizes

[glenn-jocher]

If < 1 or > 1024 set output to default batch size 16.

May partially address #9156

Signed-off-by: Glenn Jocher glenn.jocher@ultralytics.com

🛠️ PR Summary

_{Made with ❤️ by Ultralytics Actions}

🌟 Summary

Improved range checking for auto-batching to ensure optimal batch size within safe limits.

📊 Key Changes

• Added an upper limit check to prevent the batch size from exceeding 1024.
• The batch size now defaults to the user-defined batch_size if the calculated batch size falls outside the acceptable range (below 1 or above 1024).

🎯 Purpose & Impact

• Prevents unrealistic batch sizes that could cause memory issues or degrade performance.
• Offers more stable and reliable auto-batching by adhering to a reasonable pre-set or user-defined default batch size.
• Ensures the auto-batching feature provides a balance between speed and resource usage, leading to potentially improved user experience. 🔄