@kashy We need more details to analyze this.
What is the model that you are using, size of the model, if it's GPU/CPU model serving, how you are loading the model, and more info on wrapper model you have logged. For models with huge size GPU serving is recommended. Even if you are using GPU there would be certain constraints that you should take care of.

Please create a support ticket with us with all the details mentioned above and we will be able to assist you better.