ArgoWorkflow教程(七)---高效的步骤间文件共享策略
之前我们分析了使用 artifact 实现步骤间文件共享,今天分享一下如何使用 PVC 实现高效的步骤间文件共享。
1. 概述
之前在 artifact 篇我们演示了如何使用 artifact 实现步骤间文件传递,今天介绍一种更为简单的文件传递方式:
PVC 共享
。
artifact 毕竟是借助 S3 实现中转,效率上肯定是低于直接共享 PVC 的,而且 artifact 一般用于结果输出,将最终结果保存到 S3,而不是单纯的用来共享文件。
2. 使用 artifact 共享文件
之前已经分享过了怎么通过 artifact 在不同步骤之间传递文件,这里在回顾一下。
apiVersion: argoproj.io/v1alpha1
kind: Workflow
metadata:
generateName: artifact-passing-
spec:
entrypoint: artifact-example
templates:
- name: artifact-example
steps:
- - name: generate-artifact
template: whalesay
- - name: consume-artifact
template: print-message
arguments:
artifacts:
# bind message to the hello-art artifact
# generated by the generate-artifact step
- name: message
from: "{{steps.generate-artifact.outputs.artifacts.hello-art}}"
- name: whalesay
container:
image: docker/whalesay:latest
command: [sh, -c]
args: ["cowsay hello world | tee /tmp/hello_world.txt"]
outputs:
artifacts:
# generate hello-art artifact from /tmp/hello_world.txt
# artifacts can be directories as well as files
- name: hello-art
path: /tmp/hello_world.txt
- name: print-message
inputs:
artifacts:
# unpack the message input artifact
# and put it at /tmp/message
- name: message
path: /tmp/message
container:
image: alpine:latest
command: [sh, -c]
args: ["cat /tmp/message"]
可以看到,artifact 方式共享文件步骤间传递参数是比较类似。
导出 artifact
outputs:
artifacts:
# generate hello-art artifact from /tmp/hello_world.txt
# artifacts can be directories as well as files
- name: hello-art
path: /tmp/hello_world.txt
后续步骤引用导出的 artifact
arguments:
artifacts:
# bind message to the hello-art artifact
# generated by the generate-artifact step
- name: message
from: "{{steps.generate-artifact.outputs.artifacts.hello-art}}"
以及步骤中怎么将 artifact 引入,比如下面 demo 则是将 artifact 做为 /tmp/message 挂载到 Pod 中。
inputs:
artifacts:
# unpack the message input artifact
# and put it at /tmp/message
- name: message
path: /tmp/message
3. 使用 PVC 高效共享文件
顾名思义,就是不同步骤都挂载同一个 PVC,这样自然就实现了文件共享。
ArgoWorkflow 中的每一步都会单独启动一个 Pod 来运行
也有两种方式:
- 1)动态创建 PVC:Workflow 运行时创建 PVC,运行结束后删除 PVC
- 2)使用已有 PVC:不会创建也不会删除
动态创建 PVC
完整 Demo 如下:
apiVersion: argoproj.io/v1alpha1
kind: Workflow
metadata:
generateName: volumes-pvc-
spec:
entrypoint: volumes-pvc-example
volumeClaimTemplates: # define volume, same syntax as k8s Pod spec
- metadata:
name: workdir # name of volume claim
spec:
accessModes: [ "ReadWriteOnce" ]
resources:
requests:
storage: 1Gi # Gi => 1024 * 1024 * 1024
templates:
- name: volumes-pvc-example
steps:
- - name: generate
template: whalesay
- - name: print
template: print-message
- name: whalesay
container:
image: docker/whalesay:latest
command: [sh, -c]
args: ["echo generating message in volume; cowsay hello world | tee /mnt/vol/hello_world.txt"]
# Mount workdir volume at /mnt/vol before invoking docker/whalesay
volumeMounts: # same syntax as k8s Pod spec
- name: workdir
mountPath: /mnt/vol
- name: print-message
container:
image: alpine:latest
command: [sh, -c]
args: ["echo getting message from volume; find /mnt/vol; cat /mnt/vol/hello_world.txt"]
# Mount workdir volume at /mnt/vol before invoking docker/whalesay
volumeMounts: # same syntax as k8s Pod spec
- name: workdir
mountPath: /mnt/vol
首先定义了一个 PVC 模版,Workflow 运行时就会使用该模版创建一个 PVC
spec:
entrypoint: volumes-pvc-example
volumeClaimTemplates: # define volume, same syntax as k8s Pod spec
- metadata:
name: workdir # name of volume claim
spec:
accessModes: [ "ReadWriteOnce" ]
resources:
requests:
storage: 1Gi # Gi => 1024 * 1024 * 1024
然后其他步骤需要将该 PVC 挂载到对应目录
- name: whalesay
container:
image: docker/whalesay:latest
command: [sh, -c]
args: ["echo generating message in volume; cowsay hello world | tee /mnt/vol/hello_world.txt"]
# Mount workdir volume at /mnt/vol before invoking docker/whalesay
volumeMounts: # same syntax as k8s Pod spec
- name: workdir
mountPath: /mnt/vol
- name: print-message
container:
image: alpine:latest
command: [sh, -c]
args: ["echo getting message from volume; find /mnt/vol; cat /mnt/vol/hello_world.txt"]
# Mount workdir volume at /mnt/vol before invoking docker/whalesay
volumeMounts: # same syntax as k8s Pod spec
- name: workdir
mountPath: /mnt/vol
这样就实现了文件共享,非常简单。
等 Workflow 运行结束后,Argo 会自动将创建出的 PVC 删除。
使用已有 PVC
在某些情况下,我们可以希望访问已经存在的卷,而不是动态创建/销毁卷。
完整 Demo 如下:
# Define Kubernetes PVC
kind: PersistentVolumeClaim
apiVersion: v1
metadata:
name: my-existing-volume
spec:
accessModes: [ "ReadWriteOnce" ]
resources:
requests:
storage: 1Gi
---
apiVersion: argoproj.io/v1alpha1
kind: Workflow
metadata:
generateName: volumes-existing-
spec:
entrypoint: volumes-existing-example
volumes:
# Pass my-existing-volume as an argument to the volumes-existing-example template
# Same syntax as k8s Pod spec
- name: workdir
persistentVolumeClaim:
claimName: my-existing-volume
templates:
- name: volumes-existing-example
steps:
- - name: generate
template: whalesay
- - name: print
template: print-message
- name: whalesay
container:
image: docker/whalesay:latest
command: [sh, -c]
args: ["echo generating message in volume; cowsay hello world | tee /mnt/vol/hello_world.txt"]
volumeMounts:
- name: workdir
mountPath: /mnt/vol
- name: print-message
container:
image: alpine:latest
command: [sh, -c]
args: ["echo getting message from volume; find /mnt/vol; cat /mnt/vol/hello_world.txt"]
volumeMounts:
- name: workdir
mountPath: /mnt/vol
首先就是手动创建一个 PVC
# Define Kubernetes PVC
kind: PersistentVolumeClaim
apiVersion: v1
metadata:
name: my-existing-volume
spec:
accessModes: [ "ReadWriteOnce" ]
resources:
requests:
storage: 1Gi
然后在 Workflow 中定义要使用这个 PVC
apiVersion: argoproj.io/v1alpha1
kind: Workflow
metadata:
generateName: volumes-existing-
spec:
entrypoint: volumes-existing-example
volumes:
# Pass my-existing-volume as an argument to the volumes-existing-example template
# Same syntax as k8s Pod spec
- name: workdir
persistentVolumeClaim:
claimName: my-existing-volume
可以看做是使用 persistentVolumeClaim 来替换了之前的 volumeClaimTemplates
然后就是步骤将这个 PVC 挂载到对应目录
- name: whalesay
container:
image: docker/whalesay:latest
command: [sh, -c]
args: ["echo generating message in volume; cowsay hello world | tee /mnt/vol/hello_world.txt"]
volumeMounts:
- name: workdir
mountPath: /mnt/vol
- name: print-message
container:
image: alpine:latest
command: [sh, -c]
args: ["echo getting message from volume; find /mnt/vol; cat /mnt/vol/hello_world.txt"]
volumeMounts:
- name: workdir
mountPath: /mnt/vol
这一步和使用动态创建 PVC 时没有任何变化。
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4. 小结
本文主要分析了 Argo 中的 Workflow 中怎么使用 PVC 共享文件。
- 1)定义 PVC 模版或者指定使用已有的 PVC
- 2)步骤中将 PVC 挂载到对应目录使用