Skip to main content

Object-relational zero-copy in-memory database layer for LMDB

Project description

zLMDB

PyPI Python CI CD (wheels) CD (wheels-arm64) CD (wheels-docker) Docs License Downloads


zlmdb is a complete LMDB solution for Python providing two APIs in one package:

  1. Low-level py-lmdb compatible API - Direct LMDB access with full control
  2. High-level object-relational API - Type-safe ORM with automatic serialization

Key Features

Low-level LMDB API (py-lmdb compatible):

  • Drop-in replacement for py-lmdb
  • Direct access to LMDB transactions, cursors, and databases
  • Full LMDB feature set (subdatabases, duplicate keys, etc.)
  • Works with all py-lmdb examples and code

High-level Object-Relational API:

  • Type-safe persistent objects with automatic serialization
  • Multiple serializers (JSON, CBOR, Pickle, Flatbuffers)
  • Export/import from/to Apache Arrow
  • Native Numpy arrays and Pandas data frames support
  • Automatic indexes and relationships
  • Schema management

Implementation:

  • CFFI-only (no CPyExt) for maximum compatibility
  • Works on both CPython and PyPy
  • Native binary wheels for x86-64 and ARM64
  • Vendored LMDB (no external dependencies)
  • High-performance with zero-copy operations
  • Free software (MIT license)

Usage Examples

Low-level API (py-lmdb compatible):

import zlmdb.lmdb as lmdb

# Open database
env = lmdb.open('/tmp/mydb', max_dbs=10)
db = env.open_db(b'users')

# Write data
with env.begin(write=True) as txn:
    txn.put(b'alice', b'alice@example.com', db=db)
    txn.put(b'bob', b'bob@example.com', db=db)

# Read data
with env.begin() as txn:
    email = txn.get(b'alice', db=db)
    print(email)  # b'alice@example.com'

High-level API (zlmdb ORM):

import zlmdb

# Define schema
class User(object):
    def __init__(self, oid, name, email):
        self.oid = oid
        self.name = name
        self.email = email

schema = zlmdb.Schema()
schema.users = zlmdb.MapUuidCbor(1, marshal=lambda obj: obj.__dict__)

# Use it
db = zlmdb.Database('/tmp/mydb', schema=schema)
with db.begin(write=True) as txn:
    user = User(uuid.uuid4(), 'Alice', 'alice@example.com')
    schema.users[txn, user.oid] = user

Development Workflow

This project uses just as a modern task runner and uv for fast Python package management.

Complete Recipe List

Virtual Environment Management:

  • [x] just create [venv] - Create Python venv (auto-detects system Python if no arg)
  • [x] just create-all - Create all venvs (cpy314, cpy313, cpy312, cpy311, pypy311)
  • [x] just version [venv] - Show Python version
  • [x] just list-all - List all available Python runtimes

Installation:

  • [x] just install [venv] - Install zlmdb (runtime deps only)
  • [x] just install-dev [venv] - Install in editable mode
  • [x] just install-tools [venv] - Install dev tools (pytest, sphinx, etc.)
  • [x] just install-all - Install in all venvs

Testing - LMDB: 🧪

  • [x] just test-examples-lmdb - Test all LMDB examples (in default venv)
  • [x] just test-examples-lmdb-addressbook [venv] - Test example LMDB address book
  • [x] just test-examples-lmdb-dirtybench [venv] - Test example LMDB dirtybench
  • [x] just test-examples-lmdb-dirtybench-gdbm [venv] - Test example LMDB dirtybench-gdbm
  • [x] just test-examples-lmdb-nastybench [venv] - Test example LMDB nastybench
  • [x] just test-examples-lmdb-parabench [venv] - Test example LMDB parabench

Testing - ORM: 🧪

  • [ ] just test [venv] - Run full test suite (both test directories)
  • [ ] just test-quick [venv] - Quick pytest run
  • [x] just test-single [venv] - Run test_basic.py
  • [x] just test-pmaps [venv] - Run pmap tests
  • [x] just test-indexes [venv] - Run index tests
  • [x] just test-select [venv] - Run select tests
  • [ ] just test-zdb-etcd/df/dyn/fbs [venv] - Individual zdb tests
  • [ ] just test-zdb [venv] - All zdb tests
  • [ ] just test-all - Test in all venvs
  • [ ] just coverage [venv] - Generate HTML coverage report

Code Quality:

  • [x] just autoformat [venv] - Auto-format code with Ruff (modifies files!)
  • [x] just check-format [venv] - Check formatting with Ruff (dry run)
  • [x] just check-typing [venv] - Run static type checking with mypy

Building: 📦

  • [x] just build [venv] - Build wheel
  • [x] just build-sourcedist [venv] - Build sdist
  • [x] just build-all - Build wheels for all venvs
  • [!] just dist [venv] - Build both sdist and wheels
  • [x] just verify-wheels [venv] - Verify all built wheels.

Publishing: 🚀

  • [ ] just publish [venv] - Upload to PyPI with twine

Documentation: 📚

  • [x] just docs [venv] - Build HTML docs with Sphinx
  • [x] just docs-view [venv] - Build and open in browser
  • [x] just docs-clean - Clean doc build artifacts

Cleaning: 🧹

  • [x] just clean - Clean everything (alias for distclean)
  • [x] just clean-build - Remove build/ dist/ *.egg-info
  • [x] just clean-pyc - Remove *.pyc __pycache__
  • [x] just clean-test - Remove .coverage .pytest_cache
  • [x] just distclean - Nuclear clean (removes venvs too!)

Utilities: 🔧

  • [ ] just update-flatbuffers - Update from deps/ submodule
  • [ ] just generate-flatbuffers-reflection - Generate reflection code
  • [ ] just fix-copyright - Update copyright headers
  • [ ] just setup-completion - Setup bash tab completion

Quick Start

# Install just and uv (if not already installed)
curl --proto '=https' --tlsv1.2 -sSf https://just.systems/install.sh | bash
curl -LsSf https://astral.sh/uv/install.sh | sh

# Create virtual environment and install in development mode
just create
just install-dev

# Run tests
just test

# Build wheel
just build

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

zlmdb-25.12.3.tar.gz (1.8 MB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

zlmdb-25.12.3-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl (233.5 kB view details)

Uploaded PyPymanylinux: glibc 2.34+ ARM64

zlmdb-25.12.3-pp311-pypy311_pp73-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (1.8 MB view details)

Uploaded PyPymanylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

zlmdb-25.12.3-pp311-pypy311_pp73-macosx_15_0_arm64.whl (1.6 MB view details)

Uploaded PyPymacOS 15.0+ ARM64

zlmdb-25.12.3-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.14tmanylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

zlmdb-25.12.3-cp314-cp314-win_amd64.whl (1.7 MB view details)

Uploaded CPython 3.14Windows x86-64

zlmdb-25.12.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

zlmdb-25.12.3-cp314-cp314-macosx_15_0_arm64.whl (1.6 MB view details)

Uploaded CPython 3.14macOS 15.0+ ARM64

zlmdb-25.12.3-cp313-cp313-win_amd64.whl (1.7 MB view details)

Uploaded CPython 3.13Windows x86-64

zlmdb-25.12.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

zlmdb-25.12.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl (439.2 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64manylinux: glibc 2.28+ ARM64

zlmdb-25.12.3-cp313-cp313-macosx_15_0_arm64.whl (1.6 MB view details)

Uploaded CPython 3.13macOS 15.0+ ARM64

zlmdb-25.12.3-cp312-cp312-win_amd64.whl (1.7 MB view details)

Uploaded CPython 3.12Windows x86-64

zlmdb-25.12.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

zlmdb-25.12.3-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

zlmdb-25.12.3-cp312-cp312-macosx_15_0_arm64.whl (1.7 MB view details)

Uploaded CPython 3.12macOS 15.0+ ARM64

zlmdb-25.12.3-cp311-cp311-win_amd64.whl (1.7 MB view details)

Uploaded CPython 3.11Windows x86-64

zlmdb-25.12.3-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (2.0 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.24+ x86-64manylinux: glibc 2.28+ x86-64

zlmdb-25.12.3-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl (1.8 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.24+ ARM64manylinux: glibc 2.28+ ARM64

zlmdb-25.12.3-cp311-cp311-macosx_15_0_arm64.whl (1.7 MB view details)

Uploaded CPython 3.11macOS 15.0+ ARM64

File details

Details for the file zlmdb-25.12.3.tar.gz.

File metadata

  • Download URL: zlmdb-25.12.3.tar.gz
  • Upload date:
  • Size: 1.8 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.1.dev12+g84cc26417 CPython/3.12.3

File hashes

Hashes for zlmdb-25.12.3.tar.gz
Algorithm Hash digest
SHA256 c576bcc38f3c926d96999be5f9c5fcd180cdca5d2b581c023a467fd59feaaa64
MD5 f311e0a794e853956bafa79637ca0596
BLAKE2b-256 4069d403e26bc059a70578d0406b29cb239a9aa018e28d79f92b8106a1a7d8e5

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl
Algorithm Hash digest
SHA256 6a32445dea95c0c80942efc7adddab2e8490d327184f18ae0c4d1598e34907b0
MD5 088f0117871b5b40582decc3e5355478
BLAKE2b-256 9b6e46a6022750897ca2119b757c327d4e128642842b102e60e478baf2ec62a9

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-pp311-pypy311_pp73-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-pp311-pypy311_pp73-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 ae203d0679f291fb3ccf40b4ff456aa44fc01f94e973cf5470018efca1cf2963
MD5 d211ba87a05b598c8cb206f023dc7bbc
BLAKE2b-256 baaad0dc86a703b15936fbcb9f65d9125318e7b51476b119992d17d13bde66a5

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-pp311-pypy311_pp73-macosx_15_0_arm64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-pp311-pypy311_pp73-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 0b9d39e56b44ac2d7c6f4dfb328744e3b958740df29f0841209ed0056a62e81a
MD5 390344de1c6c2c16212f2021ed7cac28
BLAKE2b-256 91fefe92d43316e8cb4e187b97ea363a23d925b567891c7f1fb8158a2507ddba

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 b4fd9d76717719948fc7428ac189d8bf09fe429517f9086cd01f21092a9562cd
MD5 2998c24438bbaa1580cfb9fde165baae
BLAKE2b-256 9003c8d8a20e8d8ebd8e897c97d6233c129321f0b1243fafe46c187cf0209d88

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: zlmdb-25.12.3-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 1.7 MB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.1.dev12+g84cc26417 CPython/3.12.3

File hashes

Hashes for zlmdb-25.12.3-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 c909b5dec936f9859072c80a179ff6cd8aeb709f18c2aac1c4f5478f43ccbe66
MD5 21970327b3fb6c99b4536a461c6d858d
BLAKE2b-256 4809c0ed67fe3153f52adba9133005e1f701c05fe67d195367cf45fbcbeebc84

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 9c572dace5fc40806436d65a06da9bcc802897b07b1585253c0753df812c1bf4
MD5 111e7fbc81e93998f93dac13782e930b
BLAKE2b-256 03ad9e4f58da2606e53a30d41fcab292e664cf8b9cb39630673631755196ef28

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp314-cp314-macosx_15_0_arm64.whl.

File metadata

  • Download URL: zlmdb-25.12.3-cp314-cp314-macosx_15_0_arm64.whl
  • Upload date:
  • Size: 1.6 MB
  • Tags: CPython 3.14, macOS 15.0+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.1.dev12+g84cc26417 CPython/3.12.3

File hashes

Hashes for zlmdb-25.12.3-cp314-cp314-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 98cae845fa11ef5ff1694d2c5427e269ee205828c07be48cc67ea119915f05fe
MD5 7eeaa78d2529480aac8fe14c25c554aa
BLAKE2b-256 e311dffe0133d341fbb63db202133348ab8419fd038b61af2e0c529977666bb7

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: zlmdb-25.12.3-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 1.7 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.1.dev12+g84cc26417 CPython/3.12.3

File hashes

Hashes for zlmdb-25.12.3-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 6f66151617c286e01af2a18c5a740e051701b35e3a1e0008ca7ee35daaf415ec
MD5 c26eedd02856b5c758fff8181ed5fd22
BLAKE2b-256 dabab565f9f08f87275b8f5a1a9df23ea70d6a3be393f88adefbb280bcf93bc9

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 68b500e12036ad1125c5a195cab0c24842ad7853eeaf69ddae65147ea12be120
MD5 1ecb05c7bbbfe66492786ec5ffcd1f56
BLAKE2b-256 6cbe288db04d1b546931f18cdf26e91ee51ef2059ccbe98054ce8cf804a99001

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 f7cb7edb98dbdb13f12089d2561e1edb07c6b50cb8c73a3333891f0b19ee511c
MD5 c2e14595c86a5d03995a26b3b09f3d28
BLAKE2b-256 78bceda132ace57e3482beb57289a82cf4fbaaf0fbaad42c9d3a13ff3163535a

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp313-cp313-macosx_15_0_arm64.whl.

File metadata

  • Download URL: zlmdb-25.12.3-cp313-cp313-macosx_15_0_arm64.whl
  • Upload date:
  • Size: 1.6 MB
  • Tags: CPython 3.13, macOS 15.0+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.1.dev12+g84cc26417 CPython/3.12.3

File hashes

Hashes for zlmdb-25.12.3-cp313-cp313-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 e68e935a92f9cada724761d98f8e7e419c5c589d6f32fee4b9a75f0e2716b108
MD5 7ffb100a4f0136269b5449c54db88ff4
BLAKE2b-256 c012be878479dd542e530864b4b206f649a0cbee611eab136e2cadab8ce51acc

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: zlmdb-25.12.3-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 1.7 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.1.dev12+g84cc26417 CPython/3.12.3

File hashes

Hashes for zlmdb-25.12.3-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 29117b119a2771571aed22a9cfb172599c43a10b36910a915eb797a4ee244eb0
MD5 3df53fb3acae5eb52f70658837bdca68
BLAKE2b-256 ded78d4a77786fdffb1b8aac5b210a450aa24929d17b7c8837e5a1e484431e60

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 8764db60534aa3f1999439116518cb823268a943d932d83c6075519f6b5f38c0
MD5 e065da7ba673481361acb42cd022bc33
BLAKE2b-256 56f2cf6211dde7d2d7806075ce207e5d65e03b163fa350a0f15bd16d73e8d42f

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 7f97656ab0a9e4f403edfec88730e051822d6cd5746a008bd17ea3b9d4e31564
MD5 841a5b3337a8afd85aeee87a7ff5396b
BLAKE2b-256 fa7bc565aa09791eacc86591be5c40409e027a28cc26819a4c05b7cc1e3425a4

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp312-cp312-macosx_15_0_arm64.whl.

File metadata

  • Download URL: zlmdb-25.12.3-cp312-cp312-macosx_15_0_arm64.whl
  • Upload date:
  • Size: 1.7 MB
  • Tags: CPython 3.12, macOS 15.0+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.1.dev12+g84cc26417 CPython/3.12.3

File hashes

Hashes for zlmdb-25.12.3-cp312-cp312-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 6e09ec5353dd56f31a35325f3990c63be0db6f434d7713c9c8b4a5859e35b2d2
MD5 8aa708e6ca86987a45353c1bc91d836f
BLAKE2b-256 ddcc187892175c684aef506dafaf69c9e73e23e5a902fef337187f210c9e4d73

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: zlmdb-25.12.3-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 1.7 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.1.dev12+g84cc26417 CPython/3.12.3

File hashes

Hashes for zlmdb-25.12.3-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 46bbd146762b8e7e9e8630fb31643bf698cc6bff05cb922c3d1ac8aba73b4e18
MD5 99bf41fe405e73c8b512aefd6edc80e9
BLAKE2b-256 59f6bf6aecb0b353463bbf490c3f4b777f8f0aeeadb902a94ac8cbee07fed41e

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 31ee3fd2b9c83b3e197fffdb56e0b5f094144f3755eb36d9964e2aa0430d4bd7
MD5 ff89b06ba8ac802b95fec361ee368b56
BLAKE2b-256 bc638c3c1663f7a0a1d9bcf965e2418ca126b9958ed25666149e833612740429

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl.

File metadata

File hashes

Hashes for zlmdb-25.12.3-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Algorithm Hash digest
SHA256 2ab002933a96201abd0947006443095af2341f65f2c25e736cb45994fd4322ea
MD5 38826a2714e14c02c3ac1f297b8cd07d
BLAKE2b-256 a9ec260762e66bbcfab7c2afdf9bb56b5cc5c6d6e69ca2926c7613a03b62e8cd

See more details on using hashes here.

File details

Details for the file zlmdb-25.12.3-cp311-cp311-macosx_15_0_arm64.whl.

File metadata

  • Download URL: zlmdb-25.12.3-cp311-cp311-macosx_15_0_arm64.whl
  • Upload date:
  • Size: 1.7 MB
  • Tags: CPython 3.11, macOS 15.0+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.1.dev12+g84cc26417 CPython/3.12.3

File hashes

Hashes for zlmdb-25.12.3-cp311-cp311-macosx_15_0_arm64.whl
Algorithm Hash digest
SHA256 1794b457fac5f9bb2cd8313395cbe07dece534c59fb14ec6a5ec55445f49940b
MD5 bc278c0ff5e8381cf5958d46fb8385f2
BLAKE2b-256 874ed84f5d62dbd936b8f5719d846b9b1c4017bb7378237d2099ab37b09988b6

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page