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. On standard CPython builds, CPU-bound lookups from Python threads remain constrained by the GIL. Free-threaded CPython 3.14 wheels allow lookup threads to run concurrently; scaling depends on the database and workload.

Features

API Compatibility

This package provides API compatibility with the official maxminddb Python module.

Supported:

Reader class with get(), get_with_prefix_len(), metadata(), and close() methods
open_database() function
Context manager support (with statement)
MODE_* constants (MODE_AUTO, MODE_MMAP, MODE_MMAP_EXT, MODE_FILE, MODE_MEMORY, and MODE_FD)
InvalidDatabaseError exception
Metadata class with all attributes and computed properties
Support for string IP addresses and ipaddress.IPv4Address/IPv6Address objects
closed attribute
Iterator support (__iter__) for iterating all database records

Extensions (not in the original package):

get_many() for batch lookups
get_path() for retrieving a specific field from a record (for example, ('country', 'iso_code')) without decoding the entire record
get_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 with for 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 maxminddb package

Benchmarking

Benchmark scripts are consolidated in the benchmarks/ directory. They default to commonly installed databases under /var/lib/GeoIP, preferring GeoLite2 City when available. Pass --file /path/to/database.mmdb to benchmark a different database. The comprehensive benchmark accepts --file more than once.

Run the included benchmarks after building from source:

# Single lookup benchmark
uv run python benchmarks/benchmark.py --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 --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 --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

# Force successful lookups, including when using a sparse test database
uv run python benchmarks/compare_refs.py --workload database-hits

# 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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SHA256	`550a8217e57fa738079fbcdf1c74734b4ebb0426be3e9066495fc9f03411996a`
MD5	`36c582f6aeda5a23191807fce546684c`
BLAKE2b-256	`9af49cb344ca9940d7e261cac2cc30ef530b15e6d9b7990d544fd891593ee0fa`

Algorithm	Hash digest
SHA256	`3c06b3204d8884a8c1b34a662270f8e55d5eb4f9e7f5ecc1af61763eaafb2f10`
MD5	`736e72612d3423851c8aee797f977543`
BLAKE2b-256	`cc96a87a1b354fbb595d818a99b4bc39a3754cb978683af99f3a5c00fcb51da0`

Algorithm	Hash digest
SHA256	`00eefb2e934790aa1d4bd60576d2d2fe816013a684c0fa107c18815b4d675678`
MD5	`1f7f2e538f8e663162ba922ed4cf00d1`
BLAKE2b-256	`da0c9dd9d2b05a1f9eb448f077497823544b5db645d1d2e53ca4ba7aad09b692`

Algorithm	Hash digest
SHA256	`c1a1471f083befd689443db985bc49db67ac0b90050e5ec6459e35f36ec25e36`
MD5	`d840c3f069d5ca6c0fea978aea8f11a7`
BLAKE2b-256	`53d8103b8ba7d9507b8fd472b345c3a65985b3040cd5386b98ddddad45a1367a`

maxminddb-rust 0.7.0

maxminddb-rust

Performance

Features

API Compatibility

Installation

From PyPI

From Source

Usage

Batch Lookup (Extension)

Selective Field Lookup (Extension)

Iterator Support

Database Modes

Examples

Documentation

Benchmarking

Testing

License

Contributing

Project links

Key dates

1 maintainer

Credits

GitHub Statistics

License

Requires

Provides Extra

Tags

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Download files

Source Distribution

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Provenance

Algorithm	Hash digest
SHA256	`23d7b36c6839fe4e48a166eb2118df8922997e6736565b0c6eb145ba49edef60`
MD5	`197b848c4187e8c49001efc542c77513`
BLAKE2b-256	`962a15bc2d0626f5e85a5bc94de81d7149fb84dc45cd3541257b65460e8b0e67`

Algorithm	Hash digest
SHA256	`08a54a23de2aec5ba1cdb5495261033033b2ae7bd48137658aa040e353b72df5`
MD5	`f8d457f6d421cb06463410d6ad62ea29`
BLAKE2b-256	`a80362e992f7fcce255353ea582f4ef289c2ba20be932bbf6d98da5a7e92d5f7`

Algorithm	Hash digest
SHA256	`40c45c0d13e6b36efd3601e28d1727063414388783c5dfa476c0a3ccf22badc6`
MD5	`4094ebb0d22a226542aa00c029660dd0`
BLAKE2b-256	`dcd85a25ddedfc89f21745f8a3affe2a60b690d93fed18f479166b134e7baca7`

Algorithm	Hash digest
SHA256	`98a48108af627798e98b023e11f1cc17d77b7a4e515c21d0acc025f4bd0356e5`
MD5	`585faf7bef24816378aad3fc1b0b354d`
BLAKE2b-256	`0dea3311b85cf476784e1c59438935d1d2efed66aa3c339f311df3889def4555`

Algorithm	Hash digest
SHA256	`3f8ec4f55b7bb75c15f8b587d869a59a5f45ca8b6f96267672ccbdc2423d4d4b`
MD5	`bdfa69e90614996b42f12cafd201d53f`
BLAKE2b-256	`1f9ae52845e606a5ac2c7cc6e786ec281d16a017772bdd525be0a0d45356f3f8`

Algorithm	Hash digest
SHA256	`d496993d3e581fa00372916088bc023dc17ca6ebd9646fb9c5db2b9b90841abb`
MD5	`6647aae0e77acdf4216889ab406cea73`
BLAKE2b-256	`1e8b4b24ac2a4a985498aab55ed931a2eee182e96a910a69666568916b3216c2`

Algorithm	Hash digest
SHA256	`1f00c424d8d5eb27397748aa1d0452e2b92b261d916861c39c8de85920cadebc`
MD5	`f6de3d65d8c7290c9b1970dfe0d83ede`
BLAKE2b-256	`b7ecedaa84233051989d814d050402782af449885d12b6af165ce5dbbe4c8dd1`

Algorithm	Hash digest
SHA256	`0bf35ae13ede0e312f3da3c2a00bb2308d4ec03551d002a99e6972f824597e5a`
MD5	`838abceb2e2ad26f0d8e4b2a4036d179`
BLAKE2b-256	`ea297ad55a8b858489eb90c98530cf0e6c9bec9e9f91a63c361c0473497f6c40`

Algorithm	Hash digest
SHA256	`afc8d56765c4371b90ea1059f90feb4c20867950b74425f54093e70210d337dd`
MD5	`1b6bd6584065375b8e43e5a74ca1ebd6`
BLAKE2b-256	`77838271883e4ecdec535a9c010d8404c5a41d34b04032314ad3382c2bb69f5a`

Algorithm	Hash digest
SHA256	`ea2cce6aa333a5179daac156ef6998fc9fced7c370ac305b67a72e4b1ad6230c`
MD5	`4994ed1c5c92702a47e0ea646e311926`
BLAKE2b-256	`a20bae2a1eb813e09823821b6f6ebb940780833ab37712ded2a67396909986a3`