High-performance BSON library for Python without MongoDB dependencies
Project description
lbson - Fast BSON Library for Python
A high-performance BSON (Binary JSON) encoding and decoding library for Python, built with C++ for maximum speed. This library enables you to work with BSON data without requiring MongoDB drivers, making it perfect for standalone applications, data processing pipelines, and microservices.
✨ Key Features
- 🚀 High Performance: C++ implementation with Python bindings using pybind11
- 🔧 Zero Dependencies: No MongoDB driver required - works standalone
- 🎯 Multiple Modes: Support for Python native, JSON, and Extended JSON decoding modes
- 🛡️ Safe by Default: Built-in circular reference detection and configurable limits
- 📦 Complete BSON Support: All standard BSON types including ObjectId, DateTime, Binary, UUID, Regex
- ⚡ Memory Efficient: Streaming operations with minimal memory footprint
🚀 Quick Start
Installation
pip install lbson-py
Basic Usage
import lbson
from datetime import datetime
import uuid
# Encode Python objects to BSON
data = {
"name": "John Doe",
"age": 30,
"email": "john@example.com",
"active": True,
"created_at": datetime.now(),
"user_id": uuid.uuid4(),
"scores": [85, 92, 78, 96],
"metadata": {
"source": "api",
"version": "1.2.3"
}
}
# Encode to BSON bytes
bson_data = lbson.encode(data)
print(f"Encoded size: {len(bson_data)} bytes")
# Decode back to Python objects
decoded_data = lbson.decode(bson_data)
print(decoded_data)
📚 Comprehensive Guide
Encoding Options
The encode() function supports various options for controlling the encoding behavior:
import lbson
data = {"name": "Alice", "values": [1, 2, 3]}
# Basic encoding
bson_data = lbson.encode(data)
# With options
bson_data = lbson.encode(
data,
sort_keys=True, # Sort dictionary keys
check_circular=True, # Detect circular references (default)
allow_nan=True, # Allow NaN values (default)
skipkeys=False, # Skip unsupported key types
max_depth=100, # Maximum nesting depth
max_size=1024*1024 # Maximum document size (1MB)
)
Decoding Modes
Choose the decoding mode that best fits your use case:
Python Mode (Default)
Preserves Python types and provides the most accurate representation:
from datetime import datetime
import uuid
data = {
"timestamp": datetime.now(),
"user_id": uuid.uuid4(),
"count": 42
}
bson_data = lbson.encode(data)
result = lbson.decode(bson_data, mode="python")
print(type(result["timestamp"])) # <class 'datetime.datetime'>
print(type(result["user_id"])) # <class 'uuid.UUID'>
JSON Mode
Converts all types to JSON-compatible format:
result = lbson.decode(bson_data, mode="json")
print(type(result["timestamp"])) # <class 'str'>
print(type(result["user_id"])) # <class 'str'>
Extended JSON Mode
Uses MongoDB's Extended JSON format for type preservation:
result = lbson.decode(bson_data, mode="extended_json")
print(result["timestamp"]) # {"$date": "2023-12-07T15:30:45.123Z"}
print(result["user_id"]) # {"$uuid": "550e8400-e29b-41d4-a716-446655440000"}
Supported Data Types
lbson supports all standard BSON types:
| Python Type | BSON Type | Notes |
|---|---|---|
dict |
Document | Nested objects supported |
list, tuple |
Array | Converts tuples to arrays |
str |
String | UTF-8 encoded |
bytes |
Binary | Raw binary data |
int |
Int32/Int64 | Automatic size detection |
float |
Double | IEEE 754 double precision |
bool |
Boolean | True/False values |
None |
Null | Python None |
str |
ObjectId | MongoDB ObjectId |
datetime.datetime |
DateTime | UTC timestamps |
uuid.UUID |
Binary | UUID subtype |
re.Pattern |
Regex | Compiled regex patterns |
Advanced Examples
Working with Binary Data
import lbson
# Binary data
binary_data = {
"file_content": b"Hello, World!",
"checksum": bytes.fromhex("deadbeef"),
"metadata": {
"size": 13,
"type": "text/plain"
}
}
bson_data = lbson.encode(binary_data)
decoded = lbson.decode(bson_data)
Handling Large Documents
import lbson
# Large document with size and depth limits
large_data = {
"users": [{"id": i, "name": f"User {i}"} for i in range(1000)]
}
try:
bson_data = lbson.encode(
large_data,
max_size=512*1024, # 512KB limit
max_depth=10 # Maximum nesting depth
)
except ValueError as e:
print(f"Document too large: {e}")
Performance Tips
-
Disable circular checking for trusted data:
bson_data = lbson.encode(data, check_circular=False)
-
Use appropriate decoding modes:
- Use
"python"mode for Python-to-Python serialization - Use
"json"mode when you need JSON compatibility - Use
"extended_json"for MongoDB compatibility
- Use
🔧 API Reference
lbson.encode(obj, **options) -> bytes
Encode a Python object to BSON bytes.
Parameters:
obj(Any): The Python object to encodeskipkeys(bool): Skip unsupported key types (default: False)check_circular(bool): Enable circular reference detection (default: True)allow_nan(bool): Allow NaN/Infinity values (default: True)sort_keys(bool): Sort dictionary keys (default: False)max_depth(int|None): Maximum recursion depth (default: None)max_size(int|None): Maximum document size in bytes (default: None)
Returns: BSON-encoded bytes
Raises:
TypeError: Unsupported object typeValueError: Circular reference or invalid valueMemoryError: Document exceeds size limits
lbson.decode(data, **options) -> dict
Decode BSON bytes to a Python object.
Parameters:
data(bytes): BSON data to decodemode(str): Decoding mode - "python", "json", or "extended_json" (default: "python")max_depth(int|None): Maximum recursion depth (default: None)
Returns: Decoded Python dictionary
Raises:
ValueError: Malformed BSON data or depth exceededTypeError: Invalid input type
🏗️ Building from Source
Prerequisites
- Python 3.9+
- CMake 3.15+
- C++20 compatible compiler
- pybind11
Build Instructions
# Clone the repository
git clone https://github.com/Soju06/lbson.git
cd python-bson
# Install lbson
make install
Development Setup
# Install development build dependencies
make build
# Run tests
make test
# Run benchmarks
make benchmark
📊 Performance
| Operation | Benchmark | lbson (ops/s) | PyMongo (ops/s) | bson (ops/s) | lbson vs PyMongo | lbson vs bson |
|---|---|---|---|---|---|---|
| roundtrip | encode_decode_10kb_array_heavy | 12472 | 6153 | 370 | 2.03× faster | 33.71× faster |
| roundtrip | encode_decode_1mb_array_heavy | 194 | 96 | 6 | 2.02× faster | 32.33× faster |
| roundtrip | encode_decode_100kb_array_heavy | 1904 | 962 | 58 | 1.98× faster | 32.83× faster |
| roundtrip | encode_decode_1kb_array_heavy | 48360 | 25224 | 1493 | 1.92× faster | 32.39× faster |
| roundtrip | encode_decode_10mb_array_heavy | 17 | 9 | 1 | 1.89× faster | 17.00× faster |
Benchmark Details
| Operation | Benchmark | lbson (ops/s) | PyMongo (ops/s) | bson (ops/s) | lbson vs PyMongo | lbson vs bson |
|---|---|---|---|---|---|---|
| decode | decode_100kb_array_heavy | 3612 | 3093 | 159 | 1.17× faster | 22.72× faster |
| decode | decode_100kb_flat | 4963 | 8171 | 751 | 0.61× faster | 6.61× faster |
| decode | decode_100kb_nested | 12671 | 14105 | 1559 | 0.90× faster | 8.13× faster |
| decode | decode_10kb_array_heavy | 22837 | 19378 | 1011 | 1.18× faster | 22.59× faster |
| decode | decode_10kb_flat | 35846 | 53960 | 4224 | 0.66× faster | 8.49× faster |
| decode | decode_10kb_nested | 39423 | 41799 | 3855 | 0.94× faster | 10.23× faster |
| decode | decode_10mb_array_heavy | 33 | 30 | 2 | 1.10× faster | 16.50× faster |
| decode | decode_10mb_flat | 35 | 55 | 8 | 0.64× faster | 4.38× faster |
| decode | decode_10mb_nested | 594 | 602 | 414 | 0.99× faster | 1.43× faster |
| decode | decode_1kb_array_heavy | 90415 | 80836 | 4072 | 1.12× faster | 22.20× faster |
| decode | decode_1kb_flat | 153838 | 236909 | 20080 | 0.65× faster | 7.66× faster |
| decode | decode_1kb_nested | 374800 | 488637 | 64522 | 0.77× faster | 5.81× faster |
| decode | decode_1mb_array_heavy | 385 | 337 | 15 | 1.14× faster | 25.67× faster |
| decode | decode_1mb_flat | 488 | 797 | 80 | 0.61× faster | 6.10× faster |
| decode | decode_1mb_nested | 4904 | 5343 | 1126 | 0.92× faster | 4.36× faster |
| encode | encode_100kb_array_heavy | 4286 | 1389 | 91 | 3.09× faster | 47.10× faster |
| encode | encode_100kb_flat | 18709 | 6848 | 513 | 2.73× faster | 36.47× faster |
| encode | encode_100kb_nested | 36471 | 13399 | 985 | 2.72× faster | 37.03× faster |
| encode | encode_10kb_array_heavy | 28458 | 9045 | 585 | 3.15× faster | 48.65× faster |
| encode | encode_10kb_flat | 95217 | 38317 | 2837 | 2.48× faster | 33.56× faster |
| encode | encode_10kb_nested | 93763 | 36864 | 2678 | 2.54× faster | 35.01× faster |
| encode | encode_10mb_array_heavy | 36 | 13 | 1 | 2.77× faster | 36.00× faster |
| encode | encode_10mb_flat | 170 | 68 | 5 | 2.50× faster | 34.00× faster |
| encode | encode_10mb_nested | 465 | 372 | 85 | 1.25× faster | 5.47× faster |
| encode | encode_1kb_array_heavy | 106657 | 37554 | 2434 | 2.84× faster | 43.82× faster |
| encode | encode_1kb_flat | 297390 | 163006 | 13583 | 1.82× faster | 21.89× faster |
| encode | encode_1kb_nested | 481591 | 398013 | 43375 | 1.21× faster | 11.10× faster |
| encode | encode_1mb_array_heavy | 404 | 136 | 9 | 2.97× faster | 44.89× faster |
| encode | encode_1mb_flat | 2043 | 732 | 55 | 2.79× faster | 37.15× faster |
| encode | encode_1mb_nested | 13130 | 6431 | 525 | 2.04× faster | 25.01× faster |
| roundtrip | encode_decode_100kb_array_heavy | 1904 | 962 | 58 | 1.98× faster | 32.83× faster |
| roundtrip | encode_decode_100kb_flat | 3889 | 3694 | 305 | 1.05× faster | 12.75× faster |
| roundtrip | encode_decode_100kb_nested | 9141 | 6732 | 591 | 1.36× faster | 15.47× faster |
| roundtrip | encode_decode_10kb_array_heavy | 12472 | 6153 | 370 | 2.03× faster | 33.71× faster |
| roundtrip | encode_decode_10kb_flat | 25533 | 21864 | 1662 | 1.17× faster | 15.36× faster |
| roundtrip | encode_decode_10kb_nested | 27376 | 19352 | 1537 | 1.41× faster | 17.81× faster |
| roundtrip | encode_decode_10mb_array_heavy | 17 | 9 | 1 | 1.89× faster | 17.00× faster |
| roundtrip | encode_decode_10mb_flat | 28 | 30 | 3 | 0.93× faster | 9.33× faster |
| roundtrip | encode_decode_10mb_nested | 242 | 185 | 60 | 1.31× faster | 4.03× faster |
| roundtrip | encode_decode_1kb_array_heavy | 48360 | 25224 | 1493 | 1.92× faster | 32.39× faster |
| roundtrip | encode_decode_1kb_flat | 97414 | 94199 | 7550 | 1.03× faster | 12.90× faster |
| roundtrip | encode_decode_1kb_nested | 207828 | 211679 | 22397 | 0.98× faster | 9.28× faster |
| roundtrip | encode_decode_1mb_array_heavy | 194 | 96 | 6 | 2.02× faster | 32.33× faster |
| roundtrip | encode_decode_1mb_flat | 390 | 374 | 33 | 1.04× faster | 11.82× faster |
| roundtrip | encode_decode_1mb_nested | 3532 | 2610 | 347 | 1.35× faster | 10.18× faster |
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Statement:
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Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
lbson_py-0.1.0-cp39-cp39-macosx_10_9_x86_64.whl -
Subject digest:
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Permalink:
Soju06/lbson@50a4487208865d95d34a7997242d190c21600ec8 -
Branch / Tag:
refs/tags/v0.1.0 - Owner: https://github.com/Soju06
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Access:
public
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Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
release.yml@50a4487208865d95d34a7997242d190c21600ec8 -
Trigger Event:
push
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Statement type: