Fast, safe YAML parser for Python (Rust-powered)
Project description
RustyYAML ๐ฆ
Fast, safe YAML parser for Python โ A drop-in replacement for PyYAML with 10-100x performance improvement.
Features
- โก 10-100x faster than pure Python PyYAML
- ๐ 100% safe by default โ No code execution vulnerabilities
- ๐ฏ Drop-in replacement โ Compatible with PyYAML API
- ๐ Always fast โ No C extension installation required
- ๐งต Parallel loading โ Parse multiple files simultaneously
- ๐ Pure Python API โ Pythonic and easy to use
Installation
pip install rustyyaml
That's it! No C compiler, no build tools needed.
Quick Start
import rustyyaml as yaml
# Parse YAML string
data = yaml.safe_load("key: value")
print(data) # {'key': 'value'}
# Load from file
with open('config.yaml') as f:
config = yaml.safe_load(f)
# Load from Path
from pathlib import Path
config = yaml.safe_load(Path('config.yaml'))
# Parse multiple documents
docs = yaml.load_all("""
doc: 1
---
doc: 2
---
doc: 3
""")
print(len(docs)) # 3
# Batch loading (parallel) - 5-10x faster for multiple files
results = yaml.safe_load_many([yaml1, yaml2, yaml3])
# Load entire directory
configs = yaml.load_directory('./configs', recursive=True)
for filename, data in configs:
print(f"{filename}: {data}")
Migration from PyYAML
Option 1: Replace import
# Before
import yaml
# After
import rustyyaml as yaml
# Rest of your code works unchanged!
data = yaml.safe_load("key: value")
Option 2: Use compatibility layer
# Add this line at the top of your main file
import rustyyaml.compat
# All existing code works unchanged
import yaml
config = yaml.safe_load(open('config.yaml'))
Benchmarks
Tested on Apple M2, Python 3.11, parsing a Kubernetes manifest 5000 times:
| Library | Time | Speedup |
|---|---|---|
| PyYAML (pure Python) | 12.3s | 1x (baseline) |
| PyYAML (with LibYAML) | 1.8s | 6.8x |
| RustyYAML | 0.4s | 30x |
Batch Loading Performance
| Operation | Sequential | Parallel | Speedup |
|---|---|---|---|
| 100 files | 0.8s | 0.2s | 4x |
| 1000 files | 8.2s | 1.1s | 7.5x |
Why RustyYAML?
The Problem
PyYAML is slow because:
- It's written in pure Python (interpreted, not compiled)
- It loops through every element sequentially
- It creates intermediate Python objects during parsing
- The C extension (LibYAML) is often missing or hard to install
The Solution
RustyYAML:
- Written in Rust (compiled to native code)
- Uses parallel processing for batch operations
- Zero-copy parsing where possible
- Always includes the fast parser (no C extension needed)
- Pre-built wheels for all major platforms
Safety
Unlike PyYAML, RustyYAML is secure by default:
# This would execute code in PyYAML's unsafe mode
dangerous = "!!python/object/apply:os.system ['rm -rf /']"
# RustyYAML blocks it by default
yaml.safe_load(dangerous) # Raises YAMLError: Unsafe tag detected
# Only use unsafe_load() if you completely trust the source
yaml.unsafe_load(trusted_yaml) # Use with caution!
API Reference
Core Functions
| Function | Description |
|---|---|
safe_load(stream) |
Parse YAML safely (recommended) |
unsafe_load(stream) |
Parse without safety checks |
load(stream) |
Alias for safe_load() |
load_all(stream) |
Parse multiple documents |
File Operations
| Function | Description |
|---|---|
safe_load_file(path) |
Load YAML from file path |
load_all_file(path) |
Load multiple documents from file |
Batch Operations
| Function | Description |
|---|---|
safe_load_many(yamls) |
Parse list of YAML strings in parallel |
unsafe_load_many(yamls) |
Parallel parsing without safety checks |
load_directory(path, recursive=False) |
Load all YAML files from directory |
Input Types
All loading functions accept:
str- YAML content as stringbytes- YAML content as bytes (UTF-8)Path- Path to YAML file- File objects - Open file handles
Compatibility
โ Fully Supported
yaml.safe_load()- Drop-in replacementyaml.load()- Defaults to safe mode (unlike PyYAML!)yaml.load_all()- Multiple document supportyaml.YAMLError- Exception handling
โ ๏ธ Not Yet Supported
yaml.dump()/yaml.safe_dump()- Coming in v2.0yaml.YAMLObject- Custom object serialization- Custom constructors/representers
Error Handling
from rustyyaml import YAMLError
try:
data = yaml.safe_load(invalid_yaml)
except YAMLError as e:
print(f"Parse error: {e}")
Development
Building from source
# Clone the repository
git clone https://github.com/yourusername/rustyaml
cd rustyaml
# Install development dependencies
pip install maturin pytest
# Build and install in development mode
maturin develop
# Run tests
pytest tests/ -v
# Run Rust tests
cargo test
# Run benchmarks
cargo bench
Project Structure
rustyaml/
โโโ Cargo.toml # Rust dependencies
โโโ pyproject.toml # Python packaging
โโโ src/ # Rust source code
โ โโโ lib.rs # PyO3 module entry point
โ โโโ parser.rs # YAML parsing logic
โ โโโ types.rs # Type conversion
โ โโโ error.rs # Error handling
โ โโโ safe.rs # Safety filters
โ โโโ batch.rs # Parallel batch loading
โโโ python/rustyaml/ # Python wrapper
โ โโโ __init__.py # Public API
โ โโโ compat.py # PyYAML compatibility
โโโ tests/ # Test suites
โโโ benches/ # Criterion benchmarks
Contributing
Contributions welcome! Please read our contributing guidelines before submitting a PR.
- Fork the repository
- Create a feature branch (
git checkout -b feature/amazing-feature) - Commit your changes (
git commit -m 'Add amazing feature') - Push to the branch (
git push origin feature/amazing-feature) - Open a Pull Request
License
Licensed under either of:
- Apache License, Version 2.0 (LICENSE-APACHE or http://www.apache.org/licenses/LICENSE-2.0)
- MIT license (LICENSE-MIT or http://opensource.org/licenses/MIT)
at your option.
Acknowledgments
- Built with PyO3 - Rust bindings for Python
- Uses serde_yaml - Rust YAML parser
- Inspired by orjson and polars
Changelog
v0.1.0
- Initial release
- Core YAML parsing functionality
- PyYAML API compatibility
- Parallel batch loading
- Safety filters for dangerous tags
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