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ENH: Removed the max tokens limitation and boost performance by avoid unnecessary repeated cuda device detection. #3322

ENH: Removed the max tokens limitation and boost performance by avoid unnecessary repeated cuda device detection.

ENH: Removed the max tokens limitation and boost performance by avoid unnecessary repeated cuda device detection. #3322