You could try to execute the same script multiple times and check, if the performance really increases.
Besides the GPU memory, the actual computation will use resources on the device and can saturate it completely, so that multiple scripts will enqueue their kernels on the device.
The GPU util output in nvidia-smi gives the percentage of the usage of compute in the last time frame, which might be used as an indicator.