Improving TVM Runtime Efficiency by Unifying Packed and Object Data Structures

Inefficiency in Memory Management: The distinction between Packed and Object types can lead to inefficient memory usage, much like how handling different types of doors (e.g., impact doors versus standard doors) might require separate systems for installation or assessment. In the case of TVM runtime, the separate handling of these two data structures means that the system may allocate resources differently for each, leading to fragmented memory management. This inefficiency is akin to the complexity of managing different door types with varying specifications. The separation of data types creates redundant storage and suboptimal memory layouts, which can negatively impact performance, especially when large datasets or resource-intensive applications are involved. This issue becomes particularly evident when managing complex models or tasks that require high-speed processing and efficient resource allocation, much like ensuring quick installation and reliable performance in impact doors.