This release is a pre-release and may not be stable for production use.
RLMesh
RLMesh is a Python SDK for model-environment evaluation. It serves Gymnasium-style environments, connects clients over local or remote transports, and adapts values for plain Python, NumPy, Torch, and JAX users.
Pre-1.0 (
0.x): the stable API may change in a minor release, with a migration note, so pin a minor range for active projects.
Installation
Install from PyPI:
pip install rlmesh
Install optional adapters as needed:
pip install "rlmesh[numpy]"
pip install "rlmesh[gymnasium]"
pip install "rlmesh[torch]"
pip install "rlmesh[jax]"
Quickstart
Install RLMesh with Gymnasium support and the NumPy client adapter:
pip install "rlmesh[gymnasium,numpy]"
In one process, serve any Gymnasium-compatible environment:
import gymnasium as gym
from rlmesh import EnvServer
env = gym.make("CartPole-v1")
EnvServer(env, "127.0.0.1:5555").serve()
In another process, connect to it as a remote environment:
from rlmesh.numpy import RemoteEnv
env = RemoteEnv("127.0.0.1:5555")
observation, info = env.reset(seed=0)
terminated = truncated = False
while not (terminated or truncated):
action = env.action_space.sample()
observation, reward, terminated, truncated, info = env.step(action)
env.close()
Links
- Homepage: https://rlmesh.dev
- Documentation: https://rlmesh.dev/docs/
- Repository: https://github.com/ArenaX-Labs/rlmesh
- Examples: https://github.com/ArenaX-Labs/rlmesh/tree/main/examples/python
- Issues: https://github.com/ArenaX-Labs/rlmesh/issues
- Default contact: research@competesai.com
License
Licensed under either of Apache License, Version 2.0 or the MIT license, at your option. See LICENSE-APACHE and LICENSE-MIT.
Python wheels also include third-party notices in THIRD_PARTY_NOTICES.md.
1 maintainer
Metadata
1 maintainer
Release files for rlmesh 0.1.0rc15
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 131.9 MB
Release files / rlmesh-0.1.0rc15-cp311-abi3-win_amd64.whl
| Download URL | rlmesh-0.1.0rc15-cp311-abi3-win_amd64.whl |
|---|---|
| Size | 9.0 MB |
| Tags | CPython 3.11 Windows x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
0f2d4e42eb570f637c9c1c6b98317e8eb57b1697cf987d10e06033e1edaa212a
|
|
BLAKE2b-256 checksum How to use checksums |
9ea9e74236481cddf83efa58249e7c361c47760f1d8eaaf97e9866fdc0df2ce6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp311-abi3-musllinux_1_2_x86_64.whl
| Download URL | rlmesh-0.1.0rc15-cp311-abi3-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 9.8 MB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
0ba30bbd2f6f657765e10e3d558d6d1cbdae51005362e36dcbb469217e6c249b
|
|
BLAKE2b-256 checksum How to use checksums |
20f75e702dc2b1f7a5f234ee47acc83cb452a311156da8b4ee244f12ad1fe11e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp311-abi3-musllinux_1_2_aarch64.whl
| Download URL | rlmesh-0.1.0rc15-cp311-abi3-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 9.4 MB |
| Tags | CPython 3.11 Linux musl 1.2+ ARM64 abi3 |
|
SHA-256 checksum How to use checksums |
f35ca8af4e10d630257381971e0c63e23a650db1afe2693288ece46fa1a06068
|
|
BLAKE2b-256 checksum How to use checksums |
c617e496ca90125e27f5c87340e33e8f1693bac94ff5c5de63d12f5e6b9a7434
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rlmesh-0.1.0rc15-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 9.8 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
59ff82961c7521a8702a8faba2718fad01d309f9b4d6aeb48122999e1dc25093
|
|
BLAKE2b-256 checksum How to use checksums |
0f3b3b1cdb1c8415d801962c53a97cbe6e53bb81cda20e128dd64ce00811a463
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rlmesh-0.1.0rc15-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 9.4 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 abi3 |
|
SHA-256 checksum How to use checksums |
e6fba1de127a9107f0e5703621d72d7a4d75f98ec2458890f98946af2721e246
|
|
BLAKE2b-256 checksum How to use checksums |
0d9453c3e7cebe2f3229b41d50bb0b29283fc5520f53f4a3251c557dbdb5287f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp311-abi3-macosx_11_0_arm64.whl
| Download URL | rlmesh-0.1.0rc15-cp311-abi3-macosx_11_0_arm64.whl |
|---|---|
| Size | 9.1 MB |
| Tags | CPython 3.11 abi3 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c2ded30253866ad2a68d5090fc01096beb052c6d5a8aea8221510b17d86d4b69
|
|
BLAKE2b-256 checksum How to use checksums |
771abaa0224ea7e7e1a1b83f067b13a41b59994f61111ac28b355d42dc47e761
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp311-abi3-macosx_10_12_x86_64.whl
| Download URL | rlmesh-0.1.0rc15-cp311-abi3-macosx_10_12_x86_64.whl |
|---|---|
| Size | 9.3 MB |
| Tags | CPython 3.11 abi3 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
2359b7f8e19155cca1be3dd8826cc794896dc288d75eb8073b540f04a9b7ecd7
|
|
BLAKE2b-256 checksum How to use checksums |
ee72a4f40cf9be71c85b5bb27f4fb48edae30b7fd0de6e5c647a5244b1c94f10
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp310-cp310-win_amd64.whl
| Download URL | rlmesh-0.1.0rc15-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 9.1 MB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
2d337c51017920a59a0972fba7a312feb0958c2acae4356bc7d37365edda3c5d
|
|
BLAKE2b-256 checksum How to use checksums |
302032c75d1707a933111c50760323ab9f8900bdb86dd34840f79989000312e8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | rlmesh-0.1.0rc15-cp310-cp310-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 9.8 MB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
02d069b0c92201c47cc3879854371821974c0215ab2eb43a86963f3f215fc48d
|
|
BLAKE2b-256 checksum How to use checksums |
fd1d77c84835ab92cc970d6eae3bbf8ffe4145c3023821fd66e38f91dbd47d28
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp310-cp310-musllinux_1_2_aarch64.whl
| Download URL | rlmesh-0.1.0rc15-cp310-cp310-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 9.4 MB |
| Tags | CPython 3.10 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
c81d90a790e3a32707961eeaec7a19051df06dfab9ec89472f72a6dda7187a37
|
|
BLAKE2b-256 checksum How to use checksums |
b8b397c839e5b88b8cf5a014e70013b862590259f4933a2822a3bba6b86f9ea5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | rlmesh-0.1.0rc15-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 9.8 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
|
SHA-256 checksum How to use checksums |
0cae2aecf15881d867af9299ac27f6a7de28e89f82ce2fa7a06e2c0c575dd5e8
|
|
BLAKE2b-256 checksum How to use checksums |
a652291d8f3c0c58222b5fb4a20fedb3d09d4c1bfc383be7d68eccdc369b67d0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | rlmesh-0.1.0rc15-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 9.4 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
bc565352774b25c62d4a438716493c418f63352e1de0825d789ac699e4155d07
|
|
BLAKE2b-256 checksum How to use checksums |
1fbf092cf83b1c082fd66541bd94afcd99b185d6d530e141e1e70ac0c42f0ad7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | rlmesh-0.1.0rc15-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 9.2 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c96d63bb3e4aaef58a61f70d0c038115091ca88aa30db9c4af4d9a5df4ed1f3e
|
|
BLAKE2b-256 checksum How to use checksums |
a14cb42eff49ed301ceeeb0195ee9805078160561252f7587d3e582d1265c02a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logRelease files / rlmesh-0.1.0rc15-cp310-cp310-macosx_10_12_x86_64.whl
| Download URL | rlmesh-0.1.0rc15-cp310-cp310-macosx_10_12_x86_64.whl |
|---|---|
| Size | 9.4 MB |
| Tags | CPython 3.10 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
0162917f8708a47f7af84b3dde855d7eff15e0f0a46fc671e850705334867ca1
|
|
BLAKE2b-256 checksum How to use checksums |
991e1232bdcb34693b98e60c75f927bf2b1984d082d97ed3b8dd31d68a093f0d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logSecurity for rlmesh 0.1.0rc15
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 14 files in this release have been uploaded with provenance metadata.
Attestation for rlmesh-0.1.0rc15-cp311-abi3-win_amd64.whl
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Sep 23, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.
