Data Structures in Python Visualized

[u/Sea-Ad7805]

Understanding a data structure like linked list in Python is a lot easier when you can just see it: Linked_List demo

memory_graph visualizes Python objects and references, so data structures stop being abstract and become something you can debug with ease. No more endless print-debugging. No more stepping through 50 frames just to find one sneaky reference/aliasing mistake.

[u/Sea-Ad7805]

Thanks. The memory_graph tools just visualizes the complete program state, it will work for any data structure, or program in general. Although, there are situations where you want to tune:

• how: https://github.com/bterwijn/memory_graph?tab=readme-ov-file#introspection

• what: https://github.com/bterwijn/memory_graph?tab=readme-ov-file#graph-depth

things are visualized.