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Message type: E = Error
Message class: ISLM_API - API Messages
Message number: 091
Message text: Model Training was unsuccessful
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ISLM_API091
- Model Training was unsuccessful ?The SAP error message ISLM_API091, which indicates that "Model Training was unsuccessful," typically arises in the context of SAP's Integrated Business Planning (IBP) or other machine learning applications within the SAP ecosystem. This error can occur for various reasons during the model training phase. Here are some common causes, potential solutions, and related information:
Causes:
- Data Quality Issues: The training data may contain missing values, outliers, or incorrect formats that prevent the model from training successfully.
- Insufficient Data: There may not be enough data points to train the model effectively, leading to poor performance or failure.
- Configuration Errors: Incorrect settings in the model configuration, such as parameters or algorithms, can lead to training failures.
- Resource Limitations: Insufficient computational resources (CPU, memory) can cause the training process to fail.
- Model Complexity: The chosen model may be too complex for the available data, leading to overfitting or convergence issues.
- Version Compatibility: There may be compatibility issues between different versions of SAP components or libraries.
Solutions:
- Data Validation: Check the training data for completeness, accuracy, and consistency. Clean the data by handling missing values and outliers.
- Increase Data Volume: If possible, gather more data to ensure that the model has enough information to learn from.
- Review Configuration: Double-check the model configuration settings. Ensure that the parameters are set correctly and that the chosen algorithm is appropriate for the data.
- Monitor Resources: Ensure that the system has adequate resources (CPU, memory) to handle the training process. Consider scaling up resources if necessary.
- Simplify the Model: If the model is too complex, consider using a simpler model or reducing the number of features used in training.
- Check Logs: Review the logs generated during the training process for any specific error messages or warnings that can provide more insight into the failure.
- Consult Documentation: Refer to SAP's official documentation for the specific module you are using to ensure that you are following best practices for model training.
- Seek Support: If the issue persists, consider reaching out to SAP support or consulting with an SAP expert who can provide more tailored assistance.
Related Information:
By systematically addressing these potential causes and implementing the suggested solutions, you should be able to resolve the ISLM_API091 error and successfully train your model.
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