Fast TOML parser for Python with SIMD optimizations
Project description
FastTOML
Fast TOML parser for Python with SIMD optimizations.
Features
- ⚡ Fast: 5-10x faster than existing TOML parsers
- 🎯 SIMD Optimized: Uses AVX2/SSE4.2 for maximum performance
- 🔧 Drop-in Replacement: Compatible API with existing TOML libraries
- 📦 Full TOML v1.0.0 Support: Complete specification implementation
- 🚀 C++17 Backend: High-performance native implementation
Installation
pip install fasttoml
Usage
import fasttoml
# Parse TOML string
toml_str = '''
title = "TOML Example"
[owner]
name = "Tom Preston-Werner"
age = 42
'''
data = fasttoml.loads(toml_str)
print(data)
# Parse TOML file
data = fasttoml.load('config.toml')
# Serialize dict to TOML string
toml_out = fasttoml.dumps(data)
# Write dict to a TOML file
fasttoml.dump(data, 'output.toml')
Performance
FastTOML is designed for maximum performance using SIMD optimizations. Benchmarks compare against tomli (and optionally toml).
Run benchmarks:
pip install -e .[dev]
pytest tests/test_benchmark.py -v --benchmark-only
Example results (vs tomli): ~6–9× faster depending on document size (small/medium/large/real-world TOML). Results are grouped by payload size; install tomli (or use Python 3.11+ with built-in tomllib) for comparison.
Status and limitations
- Status: Alpha. Suitable for parsing configs and tests; run the test suite before relying in production.
- API:
loads(s),load(fp),dumps(obj), anddump(obj, fp)are provided. Serialization (dumps/dump) is implemented in Python. - Types: Offset datetimes (with
Zor+/-HH:MM) are returned as timezone-awaredatetime(UTC). Local datetime (no offset, e.g.1979-05-27T07:32:00) is returned as a string for toml-test/tagged-JSON compatibility. Date-only and time-only TOML values are returned as strings ("YYYY-MM-DD","HH:MM:SS"). - Invalid TOML: Invalid input raises
ValueErrorwith an error message; the parser does not crash on malformed data. - Strict date/time: Dates and times are validated (month 01–12, day within month including leap years, hour 00–23, minute/second 00–59 or 60 for leap second); trailing garbage after a date or time value is rejected.
- Basic string escapes: All TOML 1.0 escape sequences are supported (
\b\t\n\f\r\"\\\uXXXX\UXXXXXXXX). Invalid escapes (e.g.\x) raiseValueError.
Requirements
- Python 3.10+
- CMake 3.15+
- C++17 compatible compiler
Development
# Install development dependencies
pip install -e .[dev]
# Build
python setup.py build_ext --inplace
# Run tests (excluding long benchmarks)
pytest tests/ --ignore=tests/test_benchmark.py
# Run benchmarks vs tomli
pytest tests/test_benchmark.py -v --benchmark-only
# Run toml-test suite (optional)
# Option A: use the official toml-test binary (requires Go)
# go install github.com/toml-lang/toml-test/v2/cmd/toml-test@latest
# python scripts/run_toml_test.py
# Option B: pytest over cloned toml-test (clone once, then)
# pytest tests/test_toml_test_suite.py -v
# (uses .toml-test/ if present, else clones from GitHub; by default 80 valid + 200 invalid; TOML_TEST_FULL=1 runs all valid with 9 skips; TOML_TEST_INVALID_FULL=1 runs all invalid; accepted invalid have a known-gap skip set)
Contributing
See CONTRIBUTING.md for development setup, tests, and how to submit changes.
Changelog
See CHANGELOG.md for version history.
License
MIT
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