matrice-inference
Common server utilities for Matrice.ai services
Decision gist · record as of 2026-08-14
Yes, if you are developing Matrice.ai services and need the specific utilities this library provides. The low install friction, active maintenance, MIT license, and mypyc compilation make it a reasonable choice for that use case. However, the Beta status and sparse public documentation mean you should verify the specific utilities match your needs before adopting it as a dependency.AI-flagged interpretation of the facts on this page — verify before relying
Before you install
- Low install friction with a pure wheel distribution.
- Active maintenance status with a recent release cycle (16 days since last update).
License · maintenance · safety
MIT (permissive) — MIT license permits unrestricted use, modification, and distribution with minimal restrictions.
last release 2026-07-29 (16 days)
0 known vulnerabilities (OSV.dev, 2026-08-14) · 2,122,940 downloads/mo, #3,275 on PyPI
Alternatives
Verify before relying
pip install matrice-inference
import matrice_inference- What specific server utilities are included and their intended use cases
- Whether mypyc compilation provides meaningful performance gains for typical workloads
- API stability and backward compatibility guarantees given Beta development status
What it is and what it does
matrice-inference is a utility library designed for Matrice.ai services, packaged as a compiled wheel distribution. It provides common server-side utilities and is built with mypyc, a static compiler for Python that can improve performance of compute-intensive code paths. The package supports Python 3.8 through 3.12 and is typed, making it suitable for integration into larger typed Python projects.
The library is in Beta development status and has seen active maintenance with a recent release. It carries no known security vulnerabilities and has low installation friction as a pure wheel. The package is intended for developers building services within the Matrice.ai ecosystem who need shared, performant utility functions.
Use it for
- Use as a shared utility library in Matrice.ai microservices to reduce code duplication
- Leverage mypyc-compiled functions for performance-critical server-side operations
- Integrate with existing Matrice.ai infrastructure for consistent utility implementations
Worth the install?
AI-flagged interpretation of the facts on this page. Verify before relying on it.
Yes, if you are developing Matrice.ai services and need the specific utilities this library provides.
The low install friction, active maintenance, MIT license, and mypyc compilation make it a reasonable choice for that use case. However, the Beta status and sparse public documentation mean you should verify the specific utilities match your needs before adopting it as a dependency.
Install
matrice-inference on PyPI
Before you install
Low install friction with a pure wheel distribution. Active maintenance status with a recent release cycle (16 days since last update).
License in practice
MIT license permits unrestricted use, modification, and distribution with minimal restrictions.
Quickstart
pip install matrice-inference
import matrice_inferenceVerify before relying
- What specific server utilities are included and their intended use cases
- Whether mypyc compilation provides meaningful performance gains for typical workloads
- API stability and backward compatibility guarantees given Beta development status
Package facts
| License | MIT permissive |
| Python support | Supports the current Python release >=3.8 |
| Install friction | Low. Pure-Python wheel |
| Runtime dependencies | None |
| Maintenance | Actively maintained 16 days since the last release |
| First released | |
| Downloads | 2,122,940 / month, #3,275 on PyPI 30-day window, as of 2026-08-14 |
| Known vulnerabilities | None known OSV.dev, checked 2026-08-14 |
| Classifiers | Development Status :: 4 - BetaIntended Audience :: DevelopersOperating System :: MacOSOperating System :: Microsoft :: WindowsOperating System :: OS IndependentOperating System :: POSIX :: LinuxProgramming Language :: Python :: 3.10Programming Language :: Python :: 3.11Programming Language :: Python :: 3.12Programming Language :: Python :: 3.8Programming Language :: Python :: 3.9Topic :: Software Development :: Libraries :: Python ModulesTyping :: Typed |
Evidence: matrice_inference-1.0.0-py3-none-any.whl
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See also matrice · matrice-analytics · matrice-streaming · matrice-common · nutpie · inference-cli · pystan · sgl-kernel · humming-kernels · sglang-kernel