Commit 0630303
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The optimized code achieves a **13% speedup** by eliminating redundant AST node creation through **aggressive caching and reuse**.
**What specific optimizations were applied:**
1. **Pre-constructed AST node cache**: Instead of creating new `ast.Name` and `ast.Attribute` objects repeatedly (the original created hundreds of identical nodes), the optimized version creates each unique node once and reuses it. For example, `n_test_module_name_L = name("test_module_name", LOAD)` is created once and reused everywhere.
2. **Constant node reuse**: Common constants like `ast.Constant(value=":")` are created once as `c_colon` and reused throughout, eliminating duplicate allocations.
3. **Factory functions for complex structures**: `JoinedStr` constructions are moved into reusable factory functions like `joinedstr_test_id()`, reducing code duplication and enabling better optimization.
**Why this leads to speedup:**
- **Reduced object allocation overhead**: The original code was creating ~200+ identical AST nodes per call. The optimized version creates each unique node exactly once.
- **Better memory locality**: Reusing the same objects improves CPU cache efficiency.
- **Fewer function calls**: Instead of calling `ast.Name()` hundreds of times, it's called once per unique identifier.
**Test case performance patterns:**
The optimization shows consistent 15-20% improvements across most test cases, with particularly strong gains in tests that exercise the full AST construction pipeline (like `test_assigns_test_id` showing 19% improvement). The speedup is most pronounced for tests that trigger the complex `JoinedStr` constructions, which benefited most from the caching strategy.
This optimization is especially effective for workloads that call `create_wrapper_function` repeatedly, as the AST node reuse compound the benefits over multiple invocations.
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