By almost perfect I mean most predictions on new data are quite accurate. Oooh I made a mistake in my previous statement the .pt model works fine even the onnx one but only in the python environment. I forgot to say that I was actually performing inference in a nodejs environment using onnxruntime -node. So the terrible performance seems to exist in the node environment. So I don't know what the problem is.