Overview

Full name
docker.io/bitnamilegacy/ray
Registry
docker.io
Namespace
bitnamilegacy
Repository
ray
Cached tags
143
Last synced
07/13/2026, 03:04 AM

Introduction

Bitnami Legacy Ray 分布式计算镜像,统一 Python/Java 任务调度与 ML 训练集群,适合 Ray Serve 推理与批处理 head 节点。

Details

bitnamilegacy/ray 运行 Ray Head 或 Worker 进程,提供 GCS、调度器与 Ray Serve HTTP 入口。定位为分布式计算/ML 集群服务,head 节点暴露 8265 Dashboard 与 10001 client 端口;K8s RayCluster CR 或 Deployment 构建弹性算力池。

快速启动

docker run -d --name ray-head \
  -p 8265:8265 -p 10001:10001 \
  docker.io/bitnamilegacy/ray:latest \
  ray start --head --dashboard-host=0.0.0.0

推荐实践

docker run -d --name ray-head \
  --restart unless-stopped \
  -p 8265:8265 -p 10001:10001 \
  -e RAY_memory_monitor_refresh_ms=0 \
  docker.io/bitnamilegacy/ray:2.9.0 \
  ray start --head --dashboard-host=0.0.0.0 --num-cpus=4

核心参数说明

  • -p 8265:8265 — Ray Dashboard Web
  • -p 10001:10001 — Ray Client 连接端口
  • ray start --head — 启动 head 节点
  • 固定 tag — Ray 版本 pin

Kubernetes

apiVersion: apps/v1
kind: Deployment
metadata:
  name: ray-head
spec:
  replicas: 1
  selector:
    matchLabels:
      app: ray-head
  template:
    metadata:
      labels:
        app: ray-head
    spec:
      containers:
        - name: ray
          image: docker.io/bitnamilegacy/ray:2.9.0
          command: ["ray","start","--head","--dashboard-host=0.0.0.0"]
          ports:
            - containerPort: 8265
            - containerPort: 10001
---
apiVersion: v1
kind: Service
metadata:
  name: ray-head
spec:
  selector:
    app: ray-head
  ports:
    - name: dashboard
      port: 8265
    - name: client
      port: 10001

Worker 独立 Deployment 连接 head;GPU 节点需 resource limit 与 device plugin。

Latest tags (20)

View all 143 tags →
TagArchPushed AtSizeDigestSyncWishAction
docker.io/bitnamilegacy/ray
:2.49.0-debian-12-r0
linux/amd64linux/arm64
2025/08/27 16:42402.1 MBsha256:c64094ebba49
docker.io/bitnamilegacy/ray
:2.49.0
linux/amd64linux/arm64
2025/08/27 16:42402.1 MBsha256:c64094ebba49
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r15
linux/amd64linux/arm64
2025/08/08 19:15410.3 MBsha256:c4a6eb57bff7
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r13
linux/amd64linux/arm64
2025/08/08 19:15410.3 MBsha256:c85c9aea7883
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r12
linux/amd64linux/arm64
2025/08/08 19:15410.3 MBsha256:e31e7ac34242
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r14
linux/amd64linux/arm64
2025/08/08 19:15410.3 MBsha256:af63c4737f88
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r9
linux/amd64linux/arm64
2025/08/05 21:53410.3 MBsha256:96a65eff3c66
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r8
linux/amd64linux/arm64
2025/08/05 21:53410.3 MBsha256:2726084dcd39
docker.io/bitnamilegacy/ray
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linux/amd64linux/arm64
2025/08/05 21:53410.3 MBsha256:be6877f811c5
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r11
linux/amd64linux/arm64
2025/08/05 21:53410.3 MBsha256:bea9f43198de
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r10
linux/amd64linux/arm64
2025/08/05 21:53410.3 MBsha256:5cc60b3a564c
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r5
linux/amd64linux/arm64
2025/08/04 02:17410.3 MBsha256:8e0e6caf63ff
docker.io/bitnamilegacy/ray
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linux/amd64linux/arm64
2025/08/04 02:17410.3 MBsha256:767d74c3dc2c
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r4
linux/amd64linux/arm64
2025/08/04 02:17410.3 MBsha256:46d100a93682
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r2
linux/amd64linux/arm64
2025/08/04 02:17410.3 MBsha256:efd4fdc75edc
docker.io/bitnamilegacy/ray
:2.48.0-debian-12-r1
linux/amd64linux/arm64
2025/08/04 02:17410.3 MBsha256:3bbdde3a0510
docker.io/bitnamilegacy/ray
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linux/amd64linux/arm64
2025/08/04 02:17410.3 MBsha256:475123f55164
docker.io/bitnamilegacy/ray
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linux/amd64linux/arm64
2025/07/22 18:18410.3 MBsha256:5a93dea9c1e5
docker.io/bitnamilegacy/ray
:2.47.1
linux/amd64linux/arm64
2025/07/22 18:18400.9 MBsha256:7002998629ac
docker.io/bitnamilegacy/ray
:2.47.1-debian-12-r2
linux/amd64linux/arm64
2025/07/22 18:18400.9 MBsha256:7002998629ac