Cyclic Workflows with Cylc and StackStorm

I am aware of only two workflow managers that support cyclic workflows. Cylc and StackStorm. I won’t enter into details about these two tools, but I must note that I worked on Cylc during my employment with NIWA, in New Zealand.

In this post I will only show a very simple workflow called five first using Cylc, and then the same workflow with StackStorm.

Cylc

First let’s take a look at the source code of this workflow with Cylc 8 and plot it.

[scheduling]
  cycling mode = integer
  initial cycle point = 1
  [[queues]]
     [[[default]]]
       limit = 1
  [[graph]]
    R1 = "prep => foo"
    P1 = "foo[-P1] => foo => bar"

[runtime]
  [[root]]
      script="sleep 5"
  [[prep]]
  [[foo]]
  [[bar]]

The part "foo[-P1] => foo => bar" is where the recursion occurs, creating a cycle in the workflow.

workflow five plot - cylc
workflow five plot - cylc

Installing Cylc requires just pip install cylc-flow. After that, with the workflow installed, we are ready to run it.

cylc install -c ~/cylc-src/five --flow-name five
cylc play --no-detach five/run1

The workflow will run forever, incrementing the cycle points, and triggering the tasks in the five workflow source. So you will have foo.1 (foo in the first cycle point), that triggers both bar.1 and also foo.2 (foo in the second cycle point) and so it goes.

StackStorm

StackStorm requires more work to get everything up and running. Luckily they provide a Docker Compose installation. So after the servers have been started with Docker we are ready to create a “pack” (a neat way to organize separate installation files).

mkdir -p /opt/stackstorm/packs/kinow/
touch /opt/stackstorm/packs/kinow/pack.yaml
---
name : kinow
description: kinow
version: 1.0.0
author: kinow
email: kinow@localhost

And install the new pack.

st2 pack install file:///opt/stackstorm/packs/kinow

Now we create a new workflow and an action to run the workflow — I think this step is optional, and you could have just an action but I was following one section of the docs that had it this way.

mkdir -p /opt/stackstorm/packs/kinow/actions/workflows
touch /opt/stackstorm/packs/kinow/actions/five.yaml
touch /opt/stackstorm/packs/kinow/actions/workflows/five.yaml
---
name: five
pack: kinow
description: five
runner_type: orquesta
entry_point: workflows/five.yaml
enabled: true

And now create the action in StackStorm, so we can run it via command line or with the UI.

st2 action create /opt/stackstorm/packs/kinow/actions/five.yaml 

And here’s the five workflow source for StackStorm, producing something very similar (if no identical) to the graph produced by Cylc 8.

version: 1.0
description: five
tasks:
  prep:
    action: core.local cmd="sleep 5"
    next:
      - when: <% succeeded() %>
        do:
          - foo
  foo:
    action: core.local cmd="sleep 5"
    next:
      - when: <% succeeded() %>
        do:
          - foo
          - bar
  bar:
    action: core.local cmd="sleep 5"

Note that foo is calling itself, creating a cycle in the workflow. And to run the workflow:

st2 run kinow.five

The StackStorm UI does not appear to support showing the graph of the workflow static or dynamically. But there is a community contributed UI called rehearsal that plots an Orquesta workflow given its source.

workflow five plot - stackstorm
workflow five plot - stackstorm

Final notes

Both Cylc and StackStorm support Directed Cyclic Graphs in workflows, which is really rare amongst workflow managers (or workflow standards, as I think WDL/CWL also do not support cyclic workflows yet.)

There are many pros and cons for each tool but that will have to be for a future post. To finish this post here’s a screenshot of the StackStorm UI, followed by one of the Cylc 8 UI. Both showing the workflow five.

stackstorm ui
stackstorm ui
stackstorm ui
stackstorm ui

Categories: Blog

Tags: Opensource, Cylc, Workflows, Python, Programming