概要

フル名
docker.io/bitnamilegacy/mlflow
Registry
docker.io
名前空間
bitnamilegacy
リポジトリ
mlflow
キャッシュ Tag 数
206
最終同期
07/13/2026, 02:30 AM

概要

Bitnami Legacy MLflow 实验跟踪镜像,记录训练参数、指标与模型 artifact,需 PostgreSQL 与 artifact 存储后端。

詳細

bitnamilegacy/mlflow 运行 MLflow Tracking Server,提供 REST API 与 Web UI 管理 ML 实验 run 与 model registry。定位为 ML 实验跟踪 Web/API 服务,依赖 PostgreSQL 与 S3/本地 artifact store;K8s Deployment 供训练 Job 上报指标。

快速启动

docker run -d --name mlflow \
  -p 5000:5000 \
  -e MLFLOW_BACKEND_STORE_URI=postgresql://mlflow:pass@postgres:5432/mlflow \
  docker.io/bitnamilegacy/mlflow:latest

推荐实践

docker run -d --name mlflow \
  --restart unless-stopped \
  -p 5000:5000 \
  -e MLFLOW_BACKEND_STORE_URI=postgresql://mlflow:pass@postgres:5432/mlflow \
  -e MLFLOW_DEFAULT_ARTIFACT_ROOT=s3://mlflow-artifacts \
  docker.io/bitnamilegacy/mlflow:2.10.0

核心参数说明

  • -p 5000:5000 — MLflow UI 与 API
  • -e MLFLOW_BACKEND_STORE_URI — PostgreSQL 元数据(高敏
  • -e MLFLOW_DEFAULT_ARTIFACT_ROOT — 模型 artifact 存储
  • 固定 tag — MLflow pin

Kubernetes

apiVersion: apps/v1
kind: Deployment
metadata:
  name: mlflow
spec:
  replicas: 2
  selector:
    matchLabels:
      app: mlflow
  template:
    metadata:
      labels:
        app: mlflow
    spec:
      containers:
        - name: mlflow
          image: docker.io/bitnamilegacy/mlflow:2.10.0
          ports:
            - containerPort: 5000
          envFrom:
            - secretRef:
                name: mlflow-env
---
apiVersion: v1
kind: Service
metadata:
  name: mlflow
spec:
  selector:
    app: mlflow
  ports:
    - port: 5000
      targetPort: 5000

S3 IAM 凭据 Secret;Ingress 内网 ML 团队访问。

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/bitnamilegacy/mlflow
:3.3.2
linux/amd64linux/arm64
2025/08/29 19:58328.2 MBsha256:2bde883d4662
docker.io/bitnamilegacy/mlflow
:3.3.2-debian-12-r0
linux/amd64linux/arm64
2025/08/29 19:58328.2 MBsha256:2bde883d4662
docker.io/bitnamilegacy/mlflow
:3.3.1-debian-12-r0
linux/amd64linux/arm64
2025/08/22 21:51328.1 MBsha256:4f5e988e4e37
docker.io/bitnamilegacy/mlflow
:3.3.1
linux/amd64linux/arm64
2025/08/22 21:51328.1 MBsha256:4f5e988e4e37
docker.io/bitnamilegacy/mlflow
:3.2.0-debian-12-r7
linux/amd64linux/arm64
2025/08/08 18:49327.2 MBsha256:8f201a56891c
docker.io/bitnamilegacy/mlflow
:3.2.0-debian-12-r5
linux/amd64linux/arm64
2025/08/08 18:49327.2 MBsha256:12204226884c
docker.io/bitnamilegacy/mlflow
:3.2.0-debian-12-r6
linux/amd64linux/arm64
2025/08/08 18:49327.2 MBsha256:670725d112f0
docker.io/bitnamilegacy/mlflow
:3.2.0-debian-12-r4
linux/amd64linux/arm64
2025/08/08 18:49327.2 MBsha256:fd769ce96921
docker.io/bitnamilegacy/mlflow
:3.2.0-debian-12-r1
linux/amd64linux/arm64
2025/08/08 18:49327.2 MBsha256:eea78c918bd7
docker.io/bitnamilegacy/mlflow
:3.2.0-debian-12-r2
linux/amd64linux/arm64
2025/08/08 18:49327.2 MBsha256:81c7514fee99
docker.io/bitnamilegacy/mlflow
:3.2.0-debian-12-r3
linux/amd64linux/arm64
2025/08/08 18:49327.2 MBsha256:1c364ad9ab68
docker.io/bitnamilegacy/mlflow
:3.2.0-debian-12-r0
linux/amd64linux/arm64
2025/08/08 18:49327.2 MBsha256:ffd968c1b956
docker.io/bitnamilegacy/mlflow
:3.2.0
linux/amd64linux/arm64
2025/08/08 18:49327.2 MBsha256:8f201a56891c
docker.io/bitnamilegacy/mlflow
:3.1.4-debian-12-r11
linux/amd64linux/arm64
2025/08/08 18:49325.3 MBsha256:fa018b9e7f9d
docker.io/bitnamilegacy/mlflow
:3.1.4-debian-12-r9
linux/amd64linux/arm64
2025/08/05 21:47325.3 MBsha256:d9c950d04c3c
docker.io/bitnamilegacy/mlflow
:3.1.4-debian-12-r8
linux/amd64linux/arm64
2025/08/05 21:47325.3 MBsha256:0ceef04b1a93
docker.io/bitnamilegacy/mlflow
:3.1.4-debian-12-r7
linux/amd64linux/arm64
2025/08/05 21:47325.3 MBsha256:f8b580f1ab97
docker.io/bitnamilegacy/mlflow
:3.1.4-debian-12-r10
linux/amd64linux/arm64
2025/08/05 21:47325.3 MBsha256:18bb7f6e102a
docker.io/bitnamilegacy/mlflow
:3.1.4-debian-12-r5
linux/amd64linux/arm64
2025/08/04 02:12325.3 MBsha256:a3a52ae60c02
docker.io/bitnamilegacy/mlflow
:3.1.4-debian-12-r6
linux/amd64linux/arm64
2025/08/04 02:12325.3 MBsha256:59457c7bef68