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I've encountered an issue within the xgboost4j library related to generating feature importance visualization when the feature map contains special characters such as [, ], <, >, etc. This problem specifically arises in the context of the Booster.getScore method.
Environment
xgboost4j version: 1.7.5
JDK: Azul Zulu 11.0.19
Description of the Issue
While generating a feature map for visualization purposes, certain feature names containing special characters ([, ]) lead to an ArrayIndexOutOfBoundsException when calling booster.getScore(featureMapPath, "cover"). It appears that the serialization and deserialization process within Booster.getScore does not properly handle these characters, resulting in an illegal state of the serialized model structure.
It was found that the issue is due to the lack of escaping for special characters in the feature names when applied to the model's serialized form. The unescaped ] character in the model's serialized form causes the model structure to be parsed incorrectly, leading to failure in generating feature importance statistics.
As a temporary workaround, I implemented a method to strip these special characters from feature names before generating visualization data:
Is there an existing implementation for escaping special characters in feature names that I might have overlooked?
If not, would you consider adding support for handling special characters in feature names to prevent serialization/deserialization issues?
I greatly appreciate your time and efforts in maintaining and enhancing the xgboost4j library. Your guidance or updates on this matter would be highly valued and beneficial to many users facing similar issues.
Thank you very much for your support and for the incredible work you do with xgboost4j.
The text was updated successfully, but these errors were encountered:
Drincann
changed the title
Issue with Feature Importance Visualization due to Special Character Handling in Booster.getScore
Issue with Feature Importance Visualization due to Special Character Handling in Booster.getScore with Xgboost4j v1.7.5
Mar 6, 2024
Hello xgboost4j Developers,
I've encountered an issue within the xgboost4j library related to generating feature importance visualization when the feature map contains special characters such as [, ], <, >, etc. This problem specifically arises in the context of the Booster.getScore method.
Environment
xgboost4j version: 1.7.5
JDK: Azul Zulu 11.0.19
Description of the Issue
While generating a feature map for visualization purposes, certain feature names containing special characters ([, ]) lead to an ArrayIndexOutOfBoundsException when calling booster.getScore(featureMapPath, "cover"). It appears that the serialization and deserialization process within Booster.getScore does not properly handle these characters, resulting in an illegal state of the serialized model structure.
For example, a feature map entry like:
triggers the exception:
Investigation
It was found that the issue is due to the lack of escaping for special characters in the feature names when applied to the model's serialized form. The unescaped ] character in the model's serialized form causes the model structure to be parsed incorrectly, leading to failure in generating feature importance statistics.
As a temporary workaround, I implemented a method to strip these special characters from feature names before generating visualization data:
Questions
Is there an existing implementation for escaping special characters in feature names that I might have overlooked?
If not, would you consider adding support for handling special characters in feature names to prevent serialization/deserialization issues?
I greatly appreciate your time and efforts in maintaining and enhancing the xgboost4j library. Your guidance or updates on this matter would be highly valued and beneficial to many users facing similar issues.
Thank you very much for your support and for the incredible work you do with xgboost4j.
The text was updated successfully, but these errors were encountered: