Can you try monitoring the spark pools as described in the link to understand the currently allocated cores?
As described in below link, the job seems to be requesting more vcore than currently available as per workspace quota. You can try releasing the capacity or requesting more cores.
Hello @Shao Peng Sun ,
I am just checking in to see if you need any further help here.