Machine learning has achieved significant progress in recent years, with systems surpassing human abilities in diverse tasks. However, the true difficulty lies not just in developing these models, but in deploying them optimally in everyday use cases. This is where machine learning inference becomes crucial, emerging as a primary concern for scient