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[misc][cuda] use nvml query to avoid accidentally cuda initialization #6984

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[misc][cuda] use nvml query to avoid accidentally cuda initialization

[misc][cuda] use nvml query to avoid accidentally cuda initialization #6984

Run time

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Job Run time
ruff (3.8)
22s
ruff (3.9)
23s
ruff (3.10)
22s
ruff (3.11)
27s
1m 34s