Commit 5bf5c20
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The optimization replaces `ast.walk(node)` with direct iteration over `node.body` in the `visit_ClassDef` method. This is a significant algorithmic improvement because:
**What was changed:**
- Changed `for inner_node in ast.walk(node):` to `for inner_node in node.body:`
**Why this leads to a speedup:**
- `ast.walk(node)` recursively traverses ALL descendant nodes in the AST subtree (classes, functions, statements, expressions, etc.), which creates unnecessary overhead
- `node.body` directly accesses only the immediate children of the class definition
- The line profiler shows the iteration went from 10,032 hits to just 409 hits - a 96% reduction in loop iterations
- The time spent on the iteration line dropped from 67.8% to 0.6% of total execution time
**Performance characteristics:**
- The optimization is most effective for classes with complex nested structures, as shown by the 196% speedup
- Large-scale test cases with 100+ methods and nested compound statements benefit significantly
- Basic test cases with simple class structures also see improvements due to reduced AST traversal overhead
- The optimization preserves exact functionality since we only need immediate class body elements (methods) anyway
This is a classic case of using the right data structure access pattern - direct indexing instead of tree traversal when you only need immediate children.
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