MLServer vs ZenML: comparação

MLServer vs ZenML
Fato	MLServer	ZenML
Linguagem	Python	Python
Licença	Apache-2.0	Apache-2.0
Estrelas	900	5.6k
Última release	1.7.1	0.97.0
Último push	2026-10-05	2026-10-06
Ritmo de releases	cerca de 95 dias entre releases	cerca de 20 dias entre releases
Contribuidores ativos	0 autor de commits na branch padrão nos últimos 90 dias	12 autores de commits na branch padrão nos últimos 90 dias
Alertas	nenhum	nenhum

Como se relacionam

Os dois substituem Amazon SageMaker. Alternativas a Amazon SageMaker →
ParcialMLServerA Python inference server speaking the V2 inference protocol.
ParcialZenMLPortable 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…

não assinada A última release, 1.7.1, não tem nenhuma assinatura que o GitHub consiga verificar.

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✓ assinada A última release, 0.97.0, tem uma assinatura verificada pelo GitHub.

Carregando o relatório de segurança