DL4J LeNet error "NaNs in model output, likely caused by arithmetic underflow"
[email protected] Thu, 01 Dec 2022 14:23:21 -0000
| Newsgroups | gmane.comp.ai.weka |
|---|---|
| Message-ID | <166990460160.2349.12599744232272296447@sys-mailman-prd.its.waikato.ac.nz> |
When I selected and conducted DL4JLeNet analysis using WEKA DL4J,
The following error msg came out.
=============================================================
org.deeplearning4j.exception.DL4JException: NaNs in model output, likely caused by arithmetic underflow
weka.classifiers.functions.Dl4jMlpClassifier.distributionsForInstances(Dl4jMlpClassifier.java:1916)
weka.gui.explorer.ClassifierPanel$20.run(ClassifierPanel.java:1779)
at weka.classifiers.functions.Dl4jMlpClassifier.distributionsForInstances(Dl4jMlpClassifier.java:1916)
at weka.gui.explorer.ClassifierPanel$20.run(ClassifierPanel.java:1779)
=============================================================
I used MNIST csv file as input data.
(Please refer to the link below)
https://bigfile.mail.naver.com/download?fid=3YbwKzJRWXKqa3YwHq2ZKqvda3YZKAUZKxUmKxUqKogdaIYwFobZFAv/FqvlHqF0MquwF6Mwp4EwFo0vKquwMotZaAivFz3vpokoMo2l
Convolutioninstanceiterator is used as iterator. Other settings are as shown below.
- Error appears only in WekaDL4J 1.6.x or higher version(1.7.2 ~ 1.6.0.)
- In WekaDL4J version 1.5.x or lower, even if LeNet is selected, no error appears and the analysis works well.
- Even in WekaDL4J 1.6.x or higher version, if you create Lenet with customNet, analysis is performed without errors.
https://bigfile.mail.naver.com/download?fid=3YnwKzJRWXKqa3YZHq2ZKqvda3YZKAUZKxUmKxUqKogdaIYwFobZFAv/FqvlHqbdMotwMxtZKzk0FxgwFo29axuwpAU/KrJCp6UqpoUd
https://bigfile.mail.naver.com/download?fid=3YYwKzJRWXKqa3YqHq2ZKqvda3YZKAUZKxUmKxUqKogdaIYwFobZFAv/FqvlHqMrFqJ4Kqu/M4uqp6J0Kovrp63CpoKwFA2dpxK/FAgZ
https://bigfile.mail.naver.com/download?fid=3eKwKzJRWXKqa3YdHq2ZKqvda3YZKAUZKxUmKxUqKogdaIYwFobZFAv/FqvlHqJCKzKXpztXFxiCaA2/MrtqpAMqMopCK4uZpzKwaAtX
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