Rust-based Python binding for MaxMind DB - high-performance alternative to maxminddb
Project description
maxminddb-rust
A Rust-backed Python module for reading MaxMind DB files.
It mirrors the public API of the official
maxminddb package and
keeps the same programming model with the maxminddb_rust import name.
Performance
This project is intended to provide performance comparable to the maxminddb C
extension while keeping API compatibility.
Performance depends on the database, lookup pattern, and hardware. Run the
benchmark scripts in benchmarks/ against your own databases to measure
expected throughput in your environment.
The reader is thread-safe and can be shared across threads. Lookup methods create Python objects and hold the GIL while doing so, so CPU-bound lookups from Python threads are still constrained by normal Python GIL behavior.
Features
API Compatibility
This package provides API compatibility with the official
maxminddb Python
module.
Supported:
Readerclass withget(),get_with_prefix_len(),metadata(), andclose()methodsopen_database()function- Context manager support (
withstatement) - MODE_* constants (
MODE_AUTO,MODE_MMAP,MODE_MMAP_EXT,MODE_FILE,MODE_MEMORY, andMODE_FD) InvalidDatabaseErrorexceptionMetadataclass with all attributes and computed properties- Support for string IP addresses and
ipaddress.IPv4Address/IPv6Addressobjects closedattribute- Iterator support (
__iter__) for iterating all database records
Extensions (not in the original package):
get_many()for batch lookupsget_path()for retrieving a specific field from a record (for example,('country', 'iso_code')) without decoding the entire recordget_many_path()for retrieving a specific field for many IP addresses
Installation
From PyPI
pip install maxminddb-rust
From Source
git clone https://github.com/oschwald/maxminddb-rust-python.git
cd maxminddb-rust-python
uv run --with maturin maturin develop --release
Usage
This module follows the same API as maxminddb, with a different import name:
import ipaddress
import maxminddb_rust
# Open the database and release resources automatically when done.
with maxminddb_rust.open_database("/var/lib/GeoIP/GeoIP2-City.mmdb") as reader:
result = reader.get("8.8.8.8")
print(result)
result, prefix_len = reader.get_with_prefix_len("8.8.8.8")
print(f"Result: {result}, Prefix: {prefix_len}")
ip = ipaddress.IPv4Address("8.8.8.8")
result = reader.get(ip)
print(result)
metadata = reader.metadata()
print(f"Database type: {metadata.database_type}")
print(f"Node count: {metadata.node_count}")
Batch Lookup (Extension)
get_many() is an extension that is not available in the original maxminddb
module:
import maxminddb_rust
with maxminddb_rust.open_database("/var/lib/GeoIP/GeoIP2-City.mmdb") as reader:
ips = ["8.8.8.8", "1.1.1.1", "208.67.222.222"]
results = reader.get_many(ips)
for ip, result in zip(ips, results):
print(f"{ip}: {result}")
Selective Field Lookup (Extension)
get_path() retrieves a specific field from a record:
import maxminddb_rust
with maxminddb_rust.open_database("/var/lib/GeoIP/GeoIP2-City.mmdb") as reader:
# Retrieve a specific field without decoding the entire record.
# Path elements can be strings (map keys) or integers (array indices).
iso_code = reader.get_path("8.8.8.8", ("country", "iso_code"))
print(f"ISO Code: {iso_code}")
subdivision = reader.get_path("8.8.8.8", ("subdivisions", 0, "iso_code"))
print(f"Subdivision: {subdivision}")
ips = ["8.8.8.8", "1.1.1.1", "208.67.222.222"]
iso_codes = reader.get_many_path(ips, ("country", "iso_code"))
print(iso_codes)
Iterator Support
Iterate over all networks in the database:
import maxminddb_rust
with maxminddb_rust.open_database(
"/var/lib/GeoIP/GeoLite2-Country.mmdb"
) as reader:
for network, data in reader:
print(f"{network}: {data['country']['iso_code']}")
Database Modes
Choose between memory-mapped files (default) and read-file modes:
import maxminddb_rust
# MODE_AUTO: currently resolves to MODE_MMAP.
reader = maxminddb_rust.open_database(
"/var/lib/GeoIP/GeoIP2-City.mmdb", mode=maxminddb_rust.MODE_AUTO
)
# MODE_MMAP: explicitly use memory-mapped files.
reader = maxminddb_rust.open_database(
"/var/lib/GeoIP/GeoIP2-City.mmdb", mode=maxminddb_rust.MODE_MMAP
)
# MODE_MMAP_EXT: accepted for compatibility; same Rust mmap reader as MODE_MMAP.
reader = maxminddb_rust.open_database(
"/var/lib/GeoIP/GeoIP2-City.mmdb", mode=maxminddb_rust.MODE_MMAP_EXT
)
# MODE_MEMORY: load the database file into memory.
reader = maxminddb_rust.open_database(
"/var/lib/GeoIP/GeoIP2-City.mmdb", mode=maxminddb_rust.MODE_MEMORY
)
# MODE_FILE: compatibility mode that also reads the file into memory.
reader = maxminddb_rust.open_database(
"/var/lib/GeoIP/GeoIP2-City.mmdb", mode=maxminddb_rust.MODE_FILE
)
# MODE_FD: read from a file-like object into memory.
with open("/var/lib/GeoIP/GeoIP2-City.mmdb", "rb") as database:
reader = maxminddb_rust.open_database(database, mode=maxminddb_rust.MODE_FD)
MODE_FD follows the official package's pure Python behavior: pass a readable
binary object and the reader calls read() from its current position. Raw
integer OS file descriptors are not accepted directly.
MODE_MMAP_EXT is accepted for official-package compatibility. This package
does not have a separate C extension backend, so it uses the same Rust
memory-mapped reader as MODE_MMAP.
Examples
The examples/ directory contains complete working examples:
- basic_usage.py: simple IP lookups, metadata access, and database lifecycle
- context_manager.py:
using
withfor automatic cleanup - iterator_demo.py: iterating over all networks in the database
- batch_processing.py: batch lookups with
get_many()
Run any example:
uv run python examples/basic_usage.py
uv run python examples/batch_processing.py
Documentation
-
API documentation: classes and methods include docstrings. Use
help():import maxminddb_rust help(maxminddb_rust.open_database) help(maxminddb_rust.Reader.get)
-
Type hints: full type stub file (
maxminddb_rust.pyi) is included for IDE autocomplete and type checking -
Changelog: see CHANGELOG.md for version history and release notes
-
Migration Guide: see MIGRATION.md for migrating from the official
maxminddbpackage
Benchmarking
Benchmark scripts are consolidated in the benchmarks/ directory.
Run the included benchmarks after building from source:
# Single lookup benchmark
uv run python benchmarks/benchmark.py --file /var/lib/GeoIP/GeoIP2-City.mmdb --count 250000
# Comprehensive benchmark across multiple databases
uv run python benchmarks/benchmark_comprehensive.py --count 250000
# Batch lookup benchmark
uv run python benchmarks/benchmark_batch.py --file /var/lib/GeoIP/GeoIP2-City.mmdb --batch-size 100
# Threaded lookup benchmark (shared Reader across Python threads, default DB set)
uv run python benchmarks/benchmark_parallel.py --count 500000 --workers 1,2,4,8
# get() vs get_path() benchmark
uv run python benchmarks/benchmark_path.py --file /var/lib/GeoIP/GeoLite2-City.mmdb --count 250000
# Compare benchmark throughput between two git refs
uv run python benchmarks/compare_refs.py --baseline-ref origin/main --candidate-ref HEAD
# CI-friendly comparison with JSON output and a 5% regression threshold
uv run python benchmarks/compare_refs.py --json-output bench.json --max-regression-pct 5
# Path cache profiling: cached tuple, new tuple per call, list path per call
uv run python benchmarks/compare_refs.py --case get_path --case get_path_new_tuple --case get_path_list
Testing
This project includes Python tests, Rust unit tests, and adapted upstream compatibility tests from MaxMind-DB-Reader-python.
# Initialize test data submodule (first time only)
git submodule update --init --recursive
# Run Python tests.
uv run pytest
# Run Rust unit tests.
cargo test --all-targets --all-features
# Run configured linters and formatters.
uv run precious lint .
For upstream test compatibility and syncing instructions, see tests/maxmind/README.md.
License
ISC License. See LICENSE for details.
Contributing
See CONTRIBUTING.md for development setup, code quality guidelines, and pull request procedures.
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