Yes you’ll have to restart the kernel. You may also need to free up space on your GPU. Here’s how:
In terminal run:
nvidia-smi
this let’s you see the processes running on the GPU.
To kill the process(es) type:
sudo kill -9 PID // sudo kill -9 PID
where PID is the process id number.