Examine checkpoint and parallel processing

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Workflows let you implement complex logic within your code. Two features available with workflows are checkpoints and parallel processing.

Checkpoints

A checkpoint is a snapshot of the current state of the workflow.

Checkpoints include the current value for variables and any output generated up to that point. (For more information on what a checkpoint is, read the checkpoint webpage.)

If a workflow ends in an error or is suspended, the next time it runs, it will start from its last checkpoint instead of at the beginning of the workflow.

You can set a checkpoint in a workflow with the Checkpoint-Workflow activity.

For example, if an exception occurs after Activity2, the workflow will end in the following sample code.

When the workflow is rerun, it starts with Activity2, followed just after the last checkpoint set.

    <Activity1>
        Checkpoint-Workflow
            <Activity2>
                <Exception>
            <Activity3>

Parallel processing

A script block has multiple commands that run concurrently (or in parallel) instead of sequentially, as for a typical script.

It's referred to as parallel processing. (More information about parallel processing is available on the Parallel processing webpage.)

In the following example, two vm0 and vm1 VMs will be started concurrently, and vm2 will only start after vm0 and vm1 have started.

    Parallel
    {
        Start-AzureRmVM -Name $vm0 -ResourceGroupName $rg 
        Start-AzureRmVM -Name $vm1 -ResourceGroupName $rg
    }

    Start-AzureRmVM -Name $vm2 -ResourceGroupName $rg 

Another parallel processing example would be the following constructs that introduce some extra options:

• ForEach -Parallel. You can use the ForEach -Parallel construct to concurrently process commands for each item in a collection. The items in the collection are processed in parallel while the commands in the script block run sequentially.

In the following example, Activity1 starts at the same time for all items in the collection.

For each item, Activity2 starts after Activity1 completes. Activity3 starts only after both Activity1 and Activity2 have been completed for all items.

• ThrottleLimit - We use the ThrottleLimit parameter to limit parallelism. Too high of a ThrottleLimit can cause problems. The ideal value for the ThrottleLimit parameter depends on several environmental factors. Try starting with a low ThrottleLimit value, and then increase the value until you find one that works for your specific circumstances:

ForEach -Parallel -ThrottleLimit 10 ($<item> in $<collection>)
{
    <Activity1>
    <Activity2>
}
<Activity3>

A real-world example of it could be similar to the following code: a message displays for each file after it's copied. Only after all files are copied does the completion message display.

    Workflow Copy-Files
    {
        $files = @("C:\LocalPath\File1.txt","C:\LocalPath\File2.txt","C:\LocalPath\File3.txt")
   
        ForEach -Parallel -ThrottleLimit 10 ($File in $Files)
        {
            Copy-Item -Path $File -Destination \\NetworkPath
            Write-Output "$File copied."
        }
   
        Write-Output "All files copied."
    }