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As per title, this PR adds a flag to specify scheduler for k8s pods of launched job (see k8s official doc).

Specifying a through-put optimized scheduler would greatly reduce scheduling latency compared to the default scheduler (default-scheduler)

@linxiulei linxiulei requested a review from a team as a code owner September 16, 2025 02:18
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