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Title: Implement LOAD_ATTR inline caching with adaptive specialization by youknowone · Pull Request #7292 · RustPython/RustPython · GitHub

Open Graph Title: Implement LOAD_ATTR inline caching with adaptive specialization by youknowone · Pull Request #7292 · RustPython/RustPython

X Title: Implement LOAD_ATTR inline caching with adaptive specialization by youknowone · Pull Request #7292 · RustPython/RustPython

Description: Add type version counter (tp_version_tag) to PyType with subclass invalidation cascade. Add cache read/write methods (u16/u32/u64) to CodeUnits. Implement adaptive specialization in load_attr that replaces the opcode with specialized variants on first execution: LoadAttrMethodNoDict: cached method lookup for slotted types LoadAttrMethodWithValues: cached method with dict shadow check LoadAttrInstanceValue: direct dict lookup skipping descriptors Specialized opcodes guard on type_version_tag and deoptimize back to generic LOAD_ATTR with backoff counter on cache miss. Summary by CodeRabbit New Features Adaptive bytecode caching with warmup/backoff and lazy quickening for hot instructions Per-type and per-function versioning to manage cache invalidation Instruction specialization and deoptimization pathways to revert optimized opcodes Fast-path call/load and specialization fallback for improved runtime performance Refactor Bytecode serialization now uses original instruction bytes directly Chores Updated spell-checker dictionary and ignore list entries

Open Graph Description: Add type version counter (tp_version_tag) to PyType with subclass invalidation cascade. Add cache read/write methods (u16/u32/u64) to CodeUnits. Implement adaptive specialization in load_attr that ...

X Description: Add type version counter (tp_version_tag) to PyType with subclass invalidation cascade. Add cache read/write methods (u16/u32/u64) to CodeUnits. Implement adaptive specialization in load_attr that ...

Opengraph URL: https://github.com/RustPython/RustPython/pull/7292

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023bbd4 Implement LOAD_ATTR inline caching with adaptive specialization youknowone Mar 1, 2026 https://github.com/RustPython/RustPython/pull/7292/commits/023bbd4b85081835f4d442ad00e6202e1365673a
ff073c8 Add BINARY_OP and CALL adaptive specialization youknowone Mar 1, 2026 https://github.com/RustPython/RustPython/pull/7292/commits/ff073c865dad8370afbe05685d999e282d81d7dd
0fa6fa7 Lazy quickening for adaptive specialization counters youknowone Mar 1, 2026 https://github.com/RustPython/RustPython/pull/7292/commits/0fa6fa7dfd283e8af2946d36d5bde477c4f20e4f
5f23161 Add Instruction::deoptimize() and CodeUnits::original_bytes() youknowone Mar 1, 2026 https://github.com/RustPython/RustPython/pull/7292/commits/5f231618eb9cf42e471adfe1d9c4436b252486ce
a831e4f Fix monitoring and specialization interaction youknowone Mar 1, 2026 https://github.com/RustPython/RustPython/pull/7292/commits/a831e4f6938e6809eed3dd60c153d46d8bedd507
79ca9c1 Address review: bounds checks, UB fix, version overflow, error handling youknowone Mar 2, 2026 https://github.com/RustPython/RustPython/pull/7292/commits/79ca9c11249699fc364bd586b94aeb7531351dcc
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