how can I stored the logs in signoz even if I restart the microservices in the target VMs

What do you mean by that? How does restart change anything?

I want to see docker logs but the problem is it is not storing anyway. So when I restart the container, the logs get disappear

It's not clear what you are referring to. What did you already do to collect and send docker logs to SigNoz?