镜像概览
- 完整引用
docker.io/allegroai/clearml- Registry
- docker.io
- 命名空间
- allegroai
- 仓库
- clearml
- 已缓存 Tag 数
- 100
- 最近同步
- 07/06/2026, 10:18 AM
简介
ClearML 机器学习实验跟踪与 MLOps 平台镜像,管理训练任务、模型注册与数据集版本,适合 ML 团队私有化部署。
详细介绍
allegroai/clearml 提供 Web UI、API Server 与 Agent 调度,记录实验 hyperparameter、metric 与 artifact。典型替代 Weights & Biases 的自建方案,与 MLflow 相比 Agent 远程执行更强。定位为 MLOps Web + API 平台,需 MongoDB/Redis/Elasticsearch 与 artifact 存储;K8s 可拆分 server/agent Deployment。
快速启动
docker run -d --name clearml \
-p 8080:8080 \
-p 8008:8008 \
docker.io/allegroai/clearml:latest
推荐实践
docker run -d --name clearml \
--restart unless-stopped \
-p 8080:8080 -p 8008:8008 \
-e CLEARML_HOST_IP=clearml.internal \
-v /data/clearml:/opt/clearml/data \
docker.io/allegroai/clearml:1.14.0
核心参数说明
-p 8080:8080— ClearML Web UI-p 8008:8008— API Server 端口-e CLEARML_HOST_IP— Agent 回连地址-v .../data:...— 配置与本地 artifact- 固定 tag — Server 与 Agent SDK pin
Kubernetes
apiVersion: apps/v1
kind: Deployment
metadata:
name: clearml-server
spec:
replicas: 1
selector:
matchLabels:
app: clearml-server
template:
metadata:
labels:
app: clearml-server
spec:
containers:
- name: clearml
image: docker.io/allegroai/clearml:1.14.0
ports:
- containerPort: 8080
- containerPort: 8008
volumeMounts:
- name: data
mountPath: /opt/clearml/data
volumes:
- name: data
persistentVolumeClaim:
claimName: clearml-data
---
apiVersion: v1
kind: Service
metadata:
name: clearml-server
spec:
selector:
app: clearml-server
ports:
- name: web
port: 8080
targetPort: 8080
- name: api
port: 8008
targetPort: 8008
MongoDB/ES 独立部署;GPU Agent 节点 DaemonSet 或 Job。
最新 Tag(20 条)
查看全部 100 个 Tag →| Tag | 架构 | 推送时间 | 大小 | Digest | 同步 | 期望 | 操作 |
|---|---|---|---|---|---|---|---|
docker.io/allegroai/clearml :latest | linux/amd64 | 2025/01/01 02:41 | 349.4 MB | sha256:713ae38f7daf… | |||
docker.io/allegroai/clearml :2 | linux/amd64 | 2025/01/01 02:41 | 349.4 MB | sha256:713ae38f7daf… | |||
docker.io/allegroai/clearml :2.0 | linux/amd64 | 2025/01/01 02:41 | 349.4 MB | sha256:713ae38f7daf… | |||
docker.io/allegroai/clearml :2.0.0 | linux/amd64 | 2025/01/01 02:41 | 349.4 MB | sha256:713ae38f7daf… | |||
docker.io/allegroai/clearml :2.0.0-613 | linux/amd64 | 2025/01/01 02:41 | 349.4 MB | sha256:713ae38f7daf… | |||
docker.io/allegroai/clearml :1 | linux/amd64 | 2024/12/17 23:41 | 322.4 MB | sha256:ee96d3c4a6cb… | |||
docker.io/allegroai/clearml :1.17 | linux/amd64 | 2024/12/17 23:41 | 322.4 MB | sha256:ee96d3c4a6cb… | |||
docker.io/allegroai/clearml :1.17.1 | linux/amd64 | 2024/12/17 23:41 | 322.4 MB | sha256:ee96d3c4a6cb… | |||
docker.io/allegroai/clearml :1.17.1-554 | linux/amd64 | 2024/12/17 23:41 | 322.4 MB | sha256:ee96d3c4a6cb… | |||
docker.io/allegroai/clearml :1.17.0 | linux/amd64 | 2024/12/06 00:41 | 322.3 MB | sha256:b3576e03b0a3… | |||
docker.io/allegroai/clearml :1.17.0-542 | linux/amd64 | 2024/12/06 00:41 | 322.3 MB | sha256:b3576e03b0a3… | |||
docker.io/allegroai/clearml :1.16 | linux/amd64 | 2024/08/07 12:41 | 323.5 MB | sha256:cbc6e5519ede… | |||
docker.io/allegroai/clearml :1.16.2 | linux/amd64 | 2024/08/07 12:41 | 323.5 MB | sha256:cbc6e5519ede… | |||
docker.io/allegroai/clearml :1.16.2-502 | linux/amd64 | 2024/08/07 12:41 | 323.5 MB | sha256:cbc6e5519ede… | |||
docker.io/allegroai/clearml :1.16.1 | linux/amd64 | 2024/07/22 00:16 | 321.3 MB | sha256:646d5100805c… | |||
docker.io/allegroai/clearml :1.16.1-499 | linux/amd64 | 2024/07/22 00:16 | 321.3 MB | sha256:646d5100805c… | |||
docker.io/allegroai/clearml :1.16.0 | linux/amd64 | 2024/06/26 20:34 | 322.2 MB | sha256:54324197ad2c… | |||
docker.io/allegroai/clearml :1.16.0-494 | linux/amd64 | 2024/06/26 20:34 | 322.2 MB | sha256:54324197ad2c… | |||
docker.io/allegroai/clearml :1.15.1-478 | linux/amd64 | 2024/05/07 23:57 | 315.5 MB | sha256:90706a190d78… | |||
docker.io/allegroai/clearml :1.15.1 | linux/amd64 | 2024/05/07 23:57 | 315.5 MB | sha256:90706a190d78… |