概要

フル名
docker.io/allegroai/clearml
Registry
docker.io
名前空間
allegroai
リポジトリ
clearml
キャッシュ Tag 数
100
最終同期
07/06/2026, 10:18 AM

概要

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。

詳細

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。

Tagアーキテクチャプッシュ日時サイズDigest同期期望操作
docker.io/allegroai/clearml
:latest
linux/amd64
2025/01/01 02:41349.4 MBsha256:713ae38f7daf
docker.io/allegroai/clearml
:2
linux/amd64
2025/01/01 02:41349.4 MBsha256:713ae38f7daf
docker.io/allegroai/clearml
:2.0
linux/amd64
2025/01/01 02:41349.4 MBsha256:713ae38f7daf
docker.io/allegroai/clearml
:2.0.0
linux/amd64
2025/01/01 02:41349.4 MBsha256:713ae38f7daf
docker.io/allegroai/clearml
:2.0.0-613
linux/amd64
2025/01/01 02:41349.4 MBsha256:713ae38f7daf
docker.io/allegroai/clearml
:1
linux/amd64
2024/12/17 23:41322.4 MBsha256:ee96d3c4a6cb
docker.io/allegroai/clearml
:1.17
linux/amd64
2024/12/17 23:41322.4 MBsha256:ee96d3c4a6cb
docker.io/allegroai/clearml
:1.17.1
linux/amd64
2024/12/17 23:41322.4 MBsha256:ee96d3c4a6cb
docker.io/allegroai/clearml
:1.17.1-554
linux/amd64
2024/12/17 23:41322.4 MBsha256:ee96d3c4a6cb
docker.io/allegroai/clearml
:1.17.0
linux/amd64
2024/12/06 00:41322.3 MBsha256:b3576e03b0a3
docker.io/allegroai/clearml
:1.17.0-542
linux/amd64
2024/12/06 00:41322.3 MBsha256:b3576e03b0a3
docker.io/allegroai/clearml
:1.16
linux/amd64
2024/08/07 12:41323.5 MBsha256:cbc6e5519ede
docker.io/allegroai/clearml
:1.16.2
linux/amd64
2024/08/07 12:41323.5 MBsha256:cbc6e5519ede
docker.io/allegroai/clearml
:1.16.2-502
linux/amd64
2024/08/07 12:41323.5 MBsha256:cbc6e5519ede
docker.io/allegroai/clearml
:1.16.1
linux/amd64
2024/07/22 00:16321.3 MBsha256:646d5100805c
docker.io/allegroai/clearml
:1.16.1-499
linux/amd64
2024/07/22 00:16321.3 MBsha256:646d5100805c
docker.io/allegroai/clearml
:1.16.0
linux/amd64
2024/06/26 20:34322.2 MBsha256:54324197ad2c
docker.io/allegroai/clearml
:1.16.0-494
linux/amd64
2024/06/26 20:34322.2 MBsha256:54324197ad2c
docker.io/allegroai/clearml
:1.15.1-478
linux/amd64
2024/05/07 23:57315.5 MBsha256:90706a190d78
docker.io/allegroai/clearml
:1.15.1
linux/amd64
2024/05/07 23:57315.5 MBsha256:90706a190d78