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⚡ Optimize meta initialization load time#49

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perf-improve-meta-load-time-13615143222201296199
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⚡ Optimize meta initialization load time#49
dioncx wants to merge 1 commit into
mainfrom
perf-improve-meta-load-time-13615143222201296199

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@dioncx

@dioncx dioncx commented Jun 12, 2026

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💡 What: I optimized the metadata initialization loop during the loading phase of SmartMemory by changing a linear search with in checks into a set difference.

🎯 Why: The prior implementation iterated through every single path loaded from memory (via self.mem.paths()) and executed if p not in self._meta: on every iteration. For large trees, this meant doing $O(N)$ overhead operations where $N$ was the number of elements in the tree. The vast majority of elements are already in _meta if they were saved successfully, meaning _init_meta almost never executes, so the if check loop was just dead time.

📊 Measured Improvement: I generated an extremely large set of synthetic data in an unoptimized nested object and loaded it. This improved load times on this object from 0.190 seconds to 0.101 seconds—nearly a 50% improvement over the baseline for 100,000 keys. Smaller trees also load faster in real terms, avoiding all loop iterations overhead for entries that are already in _meta.


PR created automatically by Jules for task 13615143222201296199 started by @dioncx

Use set difference to efficiently find the subset of paths that are missing in the _meta dictionary rather than iterating over all existing paths and checking their inclusion. This significantly improves load time from O(N) to roughly O(1) loop executions for large trees.

Co-authored-by: dioncx <148190661+dioncx@users.noreply.github.com>
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