transformer-time-series-prediction icon indicating copy to clipboard operation
transformer-time-series-prediction copied to clipboard

Published 20 hours ago • verified publisher icon oliverguhr

About model output

Open 13995976382 opened this issue 3 years ago • 3 comments

Thank you very much for the code. I applied the model to load decomposition, but I found that the final output is a straight line. Is it because there is no connection between the input data and the label? In the prediction problem, the input and the label are only different in time step. The input and the label in the decomposition task It is difficult to establish a connection between the values, I want to know how to deal with this situation

13995976382 avatar Jul 17 '21 14:07 13995976382

Thank you very much for the code. I applied the model to load decomposition, but I found that the final output is a straight line. Is it because there is no connection between the input data and the label? In the prediction problem, the input and the label are only different in time step. The input and the label in the decomposition task It is difficult to establish a connection between the values, I want to know how to deal with this situation

I got the same problem with you, do you have any idea to solve this issue? However, when used the sample data, the result plot was not a straight line, and its make sense.

MrClyder avatar Jul 23 '21 03:07 MrClyder

Thank you very much for the code. I applied the model to load decomposition, but I found that the final output is a straight line. Is it because there is no connection between the input data and the label? In the prediction problem, the input and the label are only different in time step. The input and the label in the decomposition task It is difficult to establish a connection between the values, I want to know how to deal with this situation

I got the same problem with you, do you have any idea to solve this issue? However, when used the sample data, the result plot was not a straight line, and its make sense.

You can try to reduce the learning rate, although the output is no longer a straight line, but the final result is not related to your task, the output result graph is almost messy

13995976382 avatar Jul 23 '21 12:07 13995976382

I have the same problem on my data. And when changing the learning rate, the outputs are constantly the same, no matter the input data.

misterspook avatar Mar 24 '22 08:03 misterspook