Overview
- Full name
docker.io/kserve/sklearnserver- Registry
- docker.io
- Namespace
- kserve
- Repository
- sklearnserver
- Cached tags
- 47
- Last synced
- 07/06/2026, 08:55 AM
Introduction
KServe Sklearn Model Server 镜像,加载 pickle/joblib 模型提供 REST/gRPC 推理,适合 ML 模型 K8s Serving 部署。
Details
kserve/sklearnserver 实现 KServe sklearn predictor,从 storage URI 加载模型并 serve /v1/models。定位为 ML 推理服务,配合 InferenceService CR;K8s 原生 KServe 部署。
快速启动
docker run -d --name sklearnserver \
-p 8080:8080 \
-e STORAGE_URI=/models \
-v /data/model:/models \
docker.io/kserve/sklearnserver:latest
推荐实践
docker run -d --name sklearnserver \
--restart unless-stopped \
-p 8080:8080 -p 8081:8081 \
-e STORAGE_URI=s3://models/sklearn/v1 \
docker.io/kserve/sklearnserver:v0.12.0
核心参数说明
-p 8080:8080— REST 推理端口-p 8081:8081— gRPC 端口-e STORAGE_URI— 模型存储 URI- 固定 tag — KServe 与 sklearn pin
Kubernetes
apiVersion: serving.kserve.io/v1beta1
kind: InferenceService
metadata:
name: sklearn-model
spec:
predictor:
sklearn:
storageUri: s3://models/sklearn/v1
runtimeVersion: "0.12.0"
---
apiVersion: v1
kind: Service
metadata:
name: sklearn-model
spec:
selector:
serving.kserve.io/inferenceservice: sklearn-model
ports:
- port: 8080
targetPort: 8080
S3/GCS 凭据 Secret;HPA 按 QPS 扩缩。
Latest tags (20)
View all 47 tags →| Tag | Arch | Pushed At | Size | Digest | Sync | Wish | Action |
|---|---|---|---|---|---|---|---|
docker.io/kserve/sklearnserver :latest | linux/amd64linux/arm64 | 2026/07/04 00:22 | 176.7 MB | sha256:e179cee4af83… | |||
docker.io/kserve/sklearnserver :v0.19.0 | linux/amd64linux/arm64 | 2026/06/13 04:30 | 176.4 MB | sha256:5dccffa1665d… | |||
docker.io/kserve/sklearnserver :v0.19.0-rc0 | linux/amd64linux/arm64 | 2026/05/28 06:58 | 176.3 MB | sha256:aad9553331a3… | |||
docker.io/kserve/sklearnserver :v0.17.1 | linux/amd64linux/arm64 | 2026/05/21 23:42 | 179.2 MB | sha256:8d72c801f4ce… | |||
docker.io/kserve/sklearnserver :v0.18.0 | linux/amd64linux/arm64 | 2026/04/29 21:45 | 179.1 MB | sha256:cbb0c8b82c7b… | |||
docker.io/kserve/sklearnserver :v0.18.0-rc1 | linux/amd64linux/arm64 | 2026/04/22 03:52 | 179.1 MB | sha256:27aa1deed9f9… | |||
docker.io/kserve/sklearnserver :v0.18.0-rc0 | linux/amd64linux/arm64 | 2026/04/18 22:53 | 179.1 MB | sha256:e46f379d7a13… | |||
docker.io/kserve/sklearnserver :v0.17.0 | linux/amd64linux/arm64 | 2026/03/14 07:25 | 179.2 MB | sha256:1f394512922e… | |||
docker.io/kserve/sklearnserver :v0.17.0-rc1 | linux/amd64linux/arm64 | 2026/03/12 22:41 | 179.2 MB | sha256:158545f74c26… | |||
docker.io/kserve/sklearnserver :v0.17.0-rc0 | linux/amd64linux/arm64 | 2026/03/07 03:07 | 179.2 MB | sha256:2e8f8d592d5a… | |||
docker.io/kserve/sklearnserver :v0.16.0 | linux/amd64linux/arm64 | 2025/11/03 10:53 | 174.8 MB | sha256:75d24f17ea0c… | |||
docker.io/kserve/sklearnserver :v0.16.0-rc1 | linux/amd64linux/arm64 | 2025/10/20 03:16 | 174.8 MB | sha256:5a71a2611ac4… | |||
docker.io/kserve/sklearnserver :v0.16.0-rc0 | linux/amd64linux/arm64 | 2025/09/15 20:28 | 175.1 MB | sha256:59723ee219fd… | |||
docker.io/kserve/sklearnserver :v0.15.2 | linux/amd64linux/arm64 | 2025/05/27 15:28 | 172.5 MB | sha256:b753f4a9c04d… | |||
docker.io/kserve/sklearnserver :v0.15.1 | linux/amd64linux/arm64 | 2025/05/15 23:37 | 172.5 MB | sha256:67191b7ab941… | |||
docker.io/kserve/sklearnserver :v0.15.0 | linux/amd64 | 2025/03/31 19:18 | 168.6 MB | sha256:d19adc0a6223… | |||
docker.io/kserve/sklearnserver :v0.15.0-rc1 | linux/amd64 | 2025/03/08 00:03 | 168.6 MB | sha256:aed3216396c0… | |||
docker.io/kserve/sklearnserver :v0.15.0-rc0 | linux/amd64linux/arm64 | 2025/01/28 06:10 | 171.2 MB | sha256:baa1d7a0ab1e… | |||
docker.io/kserve/sklearnserver :v0.14.1 | linux/amd64linux/arm64 | 2024/12/25 12:18 | 167.5 MB | sha256:b4e80f6c735e… | |||
docker.io/kserve/sklearnserver :v0.14.0 | linux/amd64linux/arm64 | 2024/10/16 19:27 | 168.3 MB | sha256:732e6a745bda… |