Skip to main content

A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML.

Reason this release was yanked:

Memory leak in JSON decoder

Project description

msgspec

msgspec is a fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML. It features:

  • 🚀 High performance encoders/decoders for common protocols. The JSON and MessagePack implementations regularly benchmark as the fastest options for Python.

  • 🎉 Support for a wide variety of Python types. Additional types may be supported through extensions.

  • 🔍 Zero-cost schema validation using familiar Python type annotations. In benchmarks msgspec decodes and validates JSON ~2x faster than orjson can decode it alone.

  • A speedy Struct type for representing structured data. If you already use dataclasses or attrs, structs should feel familiar. However, they're 10-100x faster for common operations.

All of this is included in a lightweight library with no required dependencies.


msgspec may be used for serialization alone, as a faster JSON or MessagePack library. For the greatest benefit though, we recommend using msgspec to handle the full serialization & validation workflow:

Define your message schemas using standard Python type annotations.

>>> import msgspec

>>> class User(msgspec.Struct):
...     """A new type describing a User"""
...     name: str
...     groups: set[str] = set()
...     email: str | None = None

Encode messages as JSON, or one of the many other supported protocols.

>>> alice = User("alice", groups={"admin", "engineering"})

>>> alice
User(name='alice', groups={"admin", "engineering"}, email=None)

>>> msg = msgspec.json.encode(alice)

>>> msg
b'{"name":"alice","groups":["admin","engineering"],"email":null}'

Decode messages back into Python objects, with optional schema validation.

>>> msgspec.json.decode(msg, type=User)
User(name='alice', groups={"admin", "engineering"}, email=None)

>>> msgspec.json.decode(b'{"name":"bob","groups":[123]}', type=User)
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
msgspec.ValidationError: Expected `str`, got `int` - at `$.groups[0]`

msgspec is designed to be as performant as possible, while retaining some of the nicities of validation libraries like pydantic. For supported types, encoding/decoding a message with msgspec can be ~2-80x faster than alternative libraries.

See the documentation for more information.

LICENSE

New BSD. See the License File.

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

msgspec-0.13.0.tar.gz (187.8 kB view details)

Uploaded Source

Built Distributions

msgspec-0.13.0-cp311-cp311-win_amd64.whl (158.5 kB view details)

Uploaded CPython 3.11 Windows x86-64

msgspec-0.13.0-cp311-cp311-musllinux_1_1_x86_64.whl (179.2 kB view details)

Uploaded CPython 3.11 musllinux: musl 1.1+ x86-64

msgspec-0.13.0-cp311-cp311-musllinux_1_1_aarch64.whl (177.7 kB view details)

Uploaded CPython 3.11 musllinux: musl 1.1+ ARM64

msgspec-0.13.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (177.3 kB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ x86-64

msgspec-0.13.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (174.9 kB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ ARM64

msgspec-0.13.0-cp311-cp311-macosx_11_0_arm64.whl (158.3 kB view details)

Uploaded CPython 3.11 macOS 11.0+ ARM64

msgspec-0.13.0-cp311-cp311-macosx_10_9_x86_64.whl (167.2 kB view details)

Uploaded CPython 3.11 macOS 10.9+ x86-64

msgspec-0.13.0-cp310-cp310-win_amd64.whl (158.4 kB view details)

Uploaded CPython 3.10 Windows x86-64

msgspec-0.13.0-cp310-cp310-musllinux_1_1_x86_64.whl (179.9 kB view details)

Uploaded CPython 3.10 musllinux: musl 1.1+ x86-64

msgspec-0.13.0-cp310-cp310-musllinux_1_1_aarch64.whl (178.4 kB view details)

Uploaded CPython 3.10 musllinux: musl 1.1+ ARM64

msgspec-0.13.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (177.8 kB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ x86-64

msgspec-0.13.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (175.0 kB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ ARM64

msgspec-0.13.0-cp310-cp310-macosx_11_0_arm64.whl (160.1 kB view details)

Uploaded CPython 3.10 macOS 11.0+ ARM64

msgspec-0.13.0-cp310-cp310-macosx_10_9_x86_64.whl (168.5 kB view details)

Uploaded CPython 3.10 macOS 10.9+ x86-64

msgspec-0.13.0-cp39-cp39-win_amd64.whl (158.4 kB view details)

Uploaded CPython 3.9 Windows x86-64

msgspec-0.13.0-cp39-cp39-musllinux_1_1_x86_64.whl (179.7 kB view details)

Uploaded CPython 3.9 musllinux: musl 1.1+ x86-64

msgspec-0.13.0-cp39-cp39-musllinux_1_1_aarch64.whl (178.3 kB view details)

Uploaded CPython 3.9 musllinux: musl 1.1+ ARM64

msgspec-0.13.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (177.6 kB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ x86-64

msgspec-0.13.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (174.9 kB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ ARM64

msgspec-0.13.0-cp39-cp39-macosx_11_0_arm64.whl (159.8 kB view details)

Uploaded CPython 3.9 macOS 11.0+ ARM64

msgspec-0.13.0-cp39-cp39-macosx_10_9_x86_64.whl (168.4 kB view details)

Uploaded CPython 3.9 macOS 10.9+ x86-64

msgspec-0.13.0-cp38-cp38-win_amd64.whl (160.4 kB view details)

Uploaded CPython 3.8 Windows x86-64

msgspec-0.13.0-cp38-cp38-musllinux_1_1_x86_64.whl (181.6 kB view details)

Uploaded CPython 3.8 musllinux: musl 1.1+ x86-64

msgspec-0.13.0-cp38-cp38-musllinux_1_1_aarch64.whl (179.7 kB view details)

Uploaded CPython 3.8 musllinux: musl 1.1+ ARM64

msgspec-0.13.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (179.9 kB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ x86-64

msgspec-0.13.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (176.5 kB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ ARM64

msgspec-0.13.0-cp38-cp38-macosx_11_0_arm64.whl (160.8 kB view details)

Uploaded CPython 3.8 macOS 11.0+ ARM64

msgspec-0.13.0-cp38-cp38-macosx_10_9_x86_64.whl (168.6 kB view details)

Uploaded CPython 3.8 macOS 10.9+ x86-64

File details

Details for the file msgspec-0.13.0.tar.gz.

File metadata

  • Download URL: msgspec-0.13.0.tar.gz
  • Upload date:
  • Size: 187.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.9.16

File hashes

Hashes for msgspec-0.13.0.tar.gz
Algorithm Hash digest
SHA256 c89bbc5b82f1370165593ed28c8ce9dfa71869666ed8ba3af900b3465d379545
MD5 b5eed1b196a63d8bc39653e64728fb67
BLAKE2b-256 a5914c50628f93a357cff68c6f4f3fae052a8d06ed984f0a1f4b4e4bae418efd

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: msgspec-0.13.0-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 158.5 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.9.16

File hashes

Hashes for msgspec-0.13.0-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 70051d3efa22ab8770b3cb0180447e684efdc5d22f1e8ceca38bc0127d4d8052
MD5 0220d9a979631e998700e988cf03f154
BLAKE2b-256 c211b6ddaa74bf680ef9c9cb2a9b703046d7875215c72477b3d0475c810d7ce3

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp311-cp311-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp311-cp311-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 94fc2c21c1eaf5b92964b40bfabd51b65e29f6756376d328474d6b2e703f8e51
MD5 11116edc965d06f4e194a41e7ce4b835
BLAKE2b-256 119b07e9df5da448e6c0f1c83bdb142a87dc9960066114d09191437e90aa1150

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp311-cp311-musllinux_1_1_aarch64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp311-cp311-musllinux_1_1_aarch64.whl
Algorithm Hash digest
SHA256 dbaaf643c0c4d5372eaec722392defca336c9fef1f221d7c46b7e76d48482f1d
MD5 e551124e3ef3a9b3b470e6967262829c
BLAKE2b-256 8940ac5766ead755448e92c3b7ae75baf4ea9b2b1c3ae4ef9c5f3a738c6c5511

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 837584e46611cc56509e23d688b5d263bee6a3e42d83c31857b9f5cbd0c44b91
MD5 e0620484938d0d799765e579d02e2072
BLAKE2b-256 dbd0d9b4e9580c255dc8b32ef22f43584b2eea8c27854963e2c696bedb130719

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 5e48a3b9a290dd8197bd6cd6331eb2d2b9e136ec725dd77881728c334435f537
MD5 26e878ffbfd7ee42fedfdb79d4db08c7
BLAKE2b-256 46c98108bc4413e803a57450576c8f0b245091fe99e5a7fa6c2340d7c50d4c28

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 3b3fb5a25999761cc55d3f3c1ae598a449898bf9251702ba2e27bca2f5b56ad5
MD5 bef9f696a236bb23976402280a4b5360
BLAKE2b-256 19fba0a7f26e6b9f1050be688a22fe6c6486449483480dcebabb43716604a80d

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 084c3aedaf3467c11b7afc4fbe1ac709030519706454c24b2e11e55212adba24
MD5 11be4b5ce9fe0e3720f7a4cc4995b23e
BLAKE2b-256 89006711634ef7ddab5865a5b1fc9a2c749933ff76eaa8d0ce5d35740f1d61f8

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: msgspec-0.13.0-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 158.4 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.9.16

File hashes

Hashes for msgspec-0.13.0-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 c53799555c5ac056473cc35557d8b9ef045e24507f73b5256ce8abe00136142f
MD5 2a4da5a7f987b4a32514074261bef3aa
BLAKE2b-256 d3b9aa72aeb607136aa86947ad76d4e90f3c7cf5451b5d7eea5dbb18932d25b7

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp310-cp310-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp310-cp310-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 46b89036786e5907855602645b71b87269e43e0094541946ba983a36d62f1b4e
MD5 76b1055a4e8ba3c32b48cd9fed3310c7
BLAKE2b-256 1365702366be2389ee7f4a144b19c9720bf68baa513b1ab22d45df208e0313b2

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp310-cp310-musllinux_1_1_aarch64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp310-cp310-musllinux_1_1_aarch64.whl
Algorithm Hash digest
SHA256 b0cf6084a4eb9d906f9292d1863e3d12c0d624551fb79c1f12f910fbb1e818e7
MD5 ef7fb7b66c0f1406936928ec1e0d8a59
BLAKE2b-256 c337e9c8bea4582663258d5cf9f0d4cf5bfdae957fd301a07d6f12d3e70d31ee

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 52e74cf0a0907553acd9946e3c1416b47e1d568eb004049820d9055644ad0478
MD5 4dab38347039c28fe5144c31f12b8641
BLAKE2b-256 77ec0f5961c0c86bafe2b79f841aa142e15b52837b634bcbe362ccfa4a8f5789

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 6a66cf73a4392196720193d35f0e0fd1613872371c928017c4363f5a7c150e96
MD5 c5a47f50575dccc1264249f3a99351e3
BLAKE2b-256 73ee0bcc578d671595f2c4311014dc695daf8e862dcecd365b6afe29fb31f7a9

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 f54aaad28cd0f6983187d5280d289536a668910a6c431162324bc2576f5b4831
MD5 56281abe2e169b7987e43b8154981078
BLAKE2b-256 c53ce323fb431ce8532ce4147d3ef6da6c789823c152580227ac604ed886a5f3

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 8bbf33b1c2a25793af463c463c30ec6dbe4305130ea7bcb12d85bd92feb252af
MD5 4166cb0ee20df97e547bdecec3f20011
BLAKE2b-256 5211c910087cd573f2fd21e23f67af16f7e06a005f59f2c8381ebfb67bd2f161

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: msgspec-0.13.0-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 158.4 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.9.16

File hashes

Hashes for msgspec-0.13.0-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 68c5bf57a5cdd5791f360585a9b850e2758a27c2e6530ed64715b7cbcee9993e
MD5 d9f594be14b955446abc363cf451d4d0
BLAKE2b-256 8e354b49964071dbc19f3585b8d527156adfdd6be7d3d243bb8661540702f4f2

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp39-cp39-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 c5fc20dc8d1c1d8f6ea7e064b8f638b04dd98e5f590471c5dfe3aa8fd7d88129
MD5 ad260507915a6dbaaabd3334c6590ceb
BLAKE2b-256 e0d2dac0a12a7403748d4dc2652fc689794f7bd4284c5ad1329963c4e0bb11b5

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp39-cp39-musllinux_1_1_aarch64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp39-cp39-musllinux_1_1_aarch64.whl
Algorithm Hash digest
SHA256 0605914d4afc009aeafb18777414cb91edfd138ac8445dfc29c62e63eb703a00
MD5 34cc040e68d8d457a0dcb6c4b581c3eb
BLAKE2b-256 f81e1856a06b9a5e53a055fb84c6017060ff0d10d3dbd43d92ccdbe980e0e3cf

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 c4257d3f1ed2b3e7dd35e9229f0ef59f4c8a6adf881f62b918dce65c730e5b32
MD5 1e1967bbf781b553591e387202598c55
BLAKE2b-256 886ad39c8a7692b508472d098e2c2d63f3c47e19e63a7bcc596168368ad49ccd

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 8f70197352ec5cdb7bbd9955fa890962b56908770ba62c70ac24cb36a4e178b4
MD5 c8318960784090dd46c4770a94755f62
BLAKE2b-256 f9e92e8d9853c7900a9043e67beefd45fe27c50883eec146dfa5f4ab8ed9b489

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 7657bbc8e1f60076cdf1ab48df828894b7222cad410838880f5e302221e1d874
MD5 fab8f10aa9618fafcc506f66b8665530
BLAKE2b-256 56c9b47451fb4747336c6c2ca67892335807c080c2b6a37bdde6060b4a888a80

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 6957112ca69d6b7cecf6e02aaac5da7702e92e9b261fac692264124f3b5cba65
MD5 0536c31c95f5a8ff506926fdc1cbd444
BLAKE2b-256 e9e5dec8792d002b7b197e4208aeda975ef38549dce968d34b6457a810abe0c9

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: msgspec-0.13.0-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 160.4 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/4.0.2 CPython/3.9.16

File hashes

Hashes for msgspec-0.13.0-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 f5d51fe5eef8c6b4545cb9a06a83034c02e6158077fd134d372cff1db2b812ac
MD5 1f3a2defe610c0446a6f48af46575510
BLAKE2b-256 92270499e6cad69c45bbc78ec2efb9d6e41b53715339abbe4f019b43533d4f7e

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp38-cp38-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 9a408bb35bcbe46c02e76eda300fb55e7f8d6b31ce52cf143248b6d241cf82cd
MD5 f7f11c04506dc7946bcc17c6ad8b44b2
BLAKE2b-256 ae5f240da6a6db66c55104fb4f79264363de07870512211da9d9894196f20ef2

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp38-cp38-musllinux_1_1_aarch64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp38-cp38-musllinux_1_1_aarch64.whl
Algorithm Hash digest
SHA256 5d8ec7b202c24f013ff71ba451e879b47d0ebb2ad6fa195d662bf9b58651a60d
MD5 76d51b9a344c3297737c45a113753c1a
BLAKE2b-256 36de05f51971c76c174e4d2f20cc7643886668d3b3ff0aacf5e40ff944abf447

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 610ba7e84ad84147e996252b8b736b5bda214d6117f6158cdb3bae1135bd5e90
MD5 d08a91bc8e6002aecdf9aa43ea72745d
BLAKE2b-256 7446f476fbe1e356c2d73d5d3fa6e6c75286c0a578300b2fab05eef2b542119e

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 fbcd283629a5c5b3e03591381adfc623104ada08bfa50733c43f756c1229ab8c
MD5 88e8139024daeceb12e6de9ae068f1e0
BLAKE2b-256 95166d61fb9fbfa22876edf8db36d54c1b9f919ec7d51e7a8b8a891443a9eb68

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 7e3ef9b42215642f53f9e07caf037432568025bf2924a907a69b6afe0a70caf2
MD5 07d17d447c620665b136506f6e76ff76
BLAKE2b-256 e53ea571020d498c2f16efa21f8450f329b3d9896bd3858582d5873a9c5ee50c

See more details on using hashes here.

File details

Details for the file msgspec-0.13.0-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msgspec-0.13.0-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 698659567159fe87fa3b513307c9a095a05add3cbcff3d5c8669f4a386f1b08d
MD5 5a7d25092b562bdca72316f2b36c5fb8
BLAKE2b-256 85b0270986107dd216451244ed3f1510f20c92d588b9e1546e0f068d3530b559

See more details on using hashes here.

Supported by

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