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fast-walk

A fast reimplementation of Python's ast.walk, written in Rust.

Installation

pip install fast-walk

Usage

Two public entry points, depending on whether you care about traversal order:

import ast
from fast_walk import walk_dfs, walk_unordered

tree = ast.parse("def f(x): return x + 1")

# Strict depth-first pre-order.
for node in walk_dfs(tree):
    ...

# Implementation-defined order; same node set, faster.
# ast.walk itself makes no ordering guarantee, so this is a drop-in for most code.
for node in walk_unordered(tree):
    ...

Which one to use

  • walk_unordered — default choice. Same set of nodes as ast.walk but with better cache behavior (batched dict-metadata prefetching). Roughly 25% faster than walk_dfs on real Python source.
  • walk_dfs — pick this only if your code actually depends on depth-first pre-order visitation. ast.walk does not document an order, so most callers can safely use walk_unordered.

Visiting only some node types

walk_frontier(node, kinds) returns the descendants whose exact type is in kinds, in depth-first pre-order, without descending below a match. That is the set ast.NodeVisitor.generic_visit hands to visit_<kind> methods, so a visitor whose only methods are visit_<kind> can descend with:

def generic_visit(self, node):
    for child in walk_frontier(node, (ast.Call, ast.Attribute)):
        self.visit(child)

walk_frontier_edges returns (node, parent, field, index) tuples instead (index is -1 for a non-list field), which is what a NodeTransformer needs to put a replacement back.

Other helpers

  • walk_of_types(node, kinds, prune=None) — every node of the given exact types, in pre-order, descending into matches but not below a prune type.
  • walk_frontier_events(node, kinds, bracket) — the frontier walk as (event, node) pairs, with enter/leave events around bracket types, for a visitor that does work around its generic descent.
  • set_parents(node) — child.parent = node for the whole tree.
  • fix_missing_locations(node) — ast.fix_missing_locations without recursion.
  • subtree_hashes(node) — {id(n): hash} such that equal hashes mean equal ast.dump output (leaf types included, so 1 and True differ). subtree_hash(node) is the root's entry alone.

These, and the frontier walks, read each child by its _fields name, so they also work on nodes a transformer built with keyword arguments in another order. walk_dfs and walk_unordered read fields by position, which is only guaranteed for parsed trees.

Performance

Benchmark on CPython 3.13, walking the AST of difflib.py (~2000 lines, ~4300 unique AST nodes), best-of-N run pinned to a single CPU with the performance governor:

implementation min time relative
ast.walk (stdlib) ~1.9 ms 1×
pure-Python equivalent ~400 µs ~5×
fast_walk.walk_dfs ~5.6 µs ~340×
fast_walk.walk_unordered ~4.3 µs ~440×

Both fast_walk entry points are semantically equivalent to list(ast.walk(node)) — they return the same set of AST nodes. They differ only in visit order. User-attached attributes outside _fields (e.g. a .parent back-reference set by an AST transformer) are ignored, matching ast.walk's behaviour.

Development

Prerequisites

  • Rust (latest stable)
  • Python 3.13+
  • maturin

Building from source

pip install maturin

# Iterative builds (debug profile):
maturin develop

# Optimized builds for benchmarking:
maturin develop --release

Running the tests and benchmarks

# Correctness + refcount leak tests:
pytest tests/test_refcount.py

# Benchmarks (codspeed, walltime mode):
pytest tests/benchmarks.py --codspeed

License

MIT

Metadata

Release files for fast-walk 0.3.0

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fast_walk-0.3.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-64 Details
fast_walk-0.3.0-cp315-cp315t-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.5+ x86-32 Details
fast_walk-0.3.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.17+ x86-64 Details
fast_walk-0.3.0-cp315-cp315-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.15 CPython 3.15 Linux glibc 2.5+ x86-32 Details
fast_walk-0.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
fast_walk-0.3.0-cp314-cp314t-musllinux_1_2_i686.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-32 Details
fast_walk-0.3.0-cp314-cp314t-musllinux_1_2_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARMv7l Details
fast_walk-0.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
fast_walk-0.3.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64 Details
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fast_walk-0.3.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ PowerPC 64-le Details
fast_walk-0.3.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l Details
fast_walk-0.3.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details
fast_walk-0.3.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.5+ x86-32 Details
fast_walk-0.3.0-cp314-cp314-win_arm64.whl CPython 3.14 CPython 3.14 Windows ARM64 Details
fast_walk-0.3.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
fast_walk-0.3.0-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details
fast_walk-0.3.0-cp314-cp314-musllinux_1_2_i686.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-32 Details
fast_walk-0.3.0-cp314-cp314-musllinux_1_2_armv7l.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARMv7l Details
fast_walk-0.3.0-cp314-cp314-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details
fast_walk-0.3.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details
fast_walk-0.3.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ IBM System/390x Details
fast_walk-0.3.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Details
fast_walk-0.3.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details
fast_walk-0.3.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details
fast_walk-0.3.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.14 CPython 3.14 Linux glibc 2.5+ x86-32 Details
fast_walk-0.3.0-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
fast_walk-0.3.0-cp314-cp314-macosx_10_12_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details
fast_walk-0.3.0-cp313-cp313-win_arm64.whl CPython 3.13 CPython 3.13 Windows ARM64 Details
fast_walk-0.3.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
fast_walk-0.3.0-cp313-cp313-win32.whl CPython 3.13 CPython 3.13 Windows x86-32 Details
fast_walk-0.3.0-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details
fast_walk-0.3.0-cp313-cp313-musllinux_1_2_i686.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-32 Details
fast_walk-0.3.0-cp313-cp313-musllinux_1_2_armv7l.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARMv7l Details
fast_walk-0.3.0-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details
fast_walk-0.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details
fast_walk-0.3.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details
fast_walk-0.3.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details
fast_walk-0.3.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details
fast_walk-0.3.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details
fast_walk-0.3.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl CPython 3.13 CPython 3.13 Linux glibc 2.5+ x86-32 Details
fast_walk-0.3.0-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
fast_walk-0.3.0-cp313-cp313-macosx_10_12_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details

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Release files / fast_walk-0.3.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl

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Release files / fast_walk-0.3.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / fast_walk-0.3.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / fast_walk-0.3.0-cp313-cp313-musllinux_1_2_x86_64.whl

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Release files / fast_walk-0.3.0-cp313-cp313-musllinux_1_2_aarch64.whl

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Release files / fast_walk-0.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / fast_walk-0.3.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl

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Release files / fast_walk-0.3.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

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Release files / fast_walk-0.3.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

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Release files / fast_walk-0.3.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / fast_walk-0.3.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl

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Release files / fast_walk-0.3.0-cp313-cp313-macosx_11_0_arm64.whl

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Release files / fast_walk-0.3.0-cp313-cp313-macosx_10_12_x86_64.whl

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