MLServer vs ZenML: perbandingan

MLServer vs ZenML
Fakta	MLServer	ZenML
Bahasa	Python	Python
Lisensi	Apache-2.0	Apache-2.0
Bintang	900	5.6k
Terbaru	1.7.1	0.97.0
Push terakhir	2026-10-05	2026-10-06
Frekuensi rilis	sekitar 95 hari antar rilis	sekitar 20 hari antar rilis
Kontributor aktif	0 penulis commit di branch default dalam 90 hari terakhir	12 penulis commit di branch default dalam 90 hari terakhir
Peringatan	tidak ada	tidak ada

Hubungan keduanya

Keduanya menggantikan Amazon SageMaker. Alternatif Amazon SageMaker →
SebagianMLServerA Python inference server speaking the V2 inference protocol.
SebagianZenMLPortable pipelines that run on your own orchestrators and clouds, with a model registry.

1.7.12025-06-06Set a lower bound for mlflow in mlserver-mlflow
1.7.02025-04-11MLServer has now support for Python 3.11 and 3.12 by @shivakrishnaah in (#1951)
1.6.12024-09-10MLServer now offers an option to use pre-existing Python environments by specifying a path to the environment to be use…
1.6.02024-06-26MLServer supports Pydantic V2.
1.5.02024-03-05Update CHANGELOG

0.97.02026-09-23Resource pools have been reworked to use ZenML Pro Resource Manager v2, and the old OSS resource-pool control-plane obj…
0.96.42026-09-04Webhook triggers for pipeline snapshots: ZenML now supports first-class webhook-driven automation for secure, project-s…
0.96.32026-08-07Multi-pod Kubernetes step operator jobs: Command steps can now run across multiple Kubernetes pods with the Kubernetes…
0.96.22026-07-17Artifact version deletion via the API is broken in this release and will be fixed in 0.96.3. Artifact versions can stil…
0.96.12026-07-02Run pipelines and steps over SSH: ZenML now includes an SSH orchestrator and SSH step operator for executing workloads…

tanpa tanda tangan Rilis terbaru, 1.7.1, tidak memiliki tanda tangan yang dapat diverifikasi GitHub.

Memuat laporan keamanan

✓ bertanda tangan Rilis terbaru, 0.97.0, memiliki tanda tangan yang diverifikasi GitHub.

Memuat laporan keamanan