[Core] Task status should start with PENDING_ARGS_AVAIL when retry

[jjyao]

Why are these changes needed?

A new task attempt should always starts with PENDING_ARGS_AVAIL. We did it for MarkTaskRetryOnResubmit but not for MarkTaskRetryOnFailed

Related issue number

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