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Message type: E = Error
Message class: VCH_HL_ENG_PROCESSOR - Messages related to validation
Message number: 118
Message text: Model rolled back to iteration index.
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VCH_HL_ENG_PROCESSOR118
- Model rolled back to iteration index. ?The SAP error message "VCH_HL_ENG_PROCESSOR118 Model rolled back to iteration index" typically occurs in the context of SAP's advanced analytics or machine learning functionalities, particularly when using the SAP HANA platform or SAP Analytics Cloud. This error indicates that a model training process has encountered an issue that necessitated a rollback to a previous iteration of the model.
Causes:
- Data Quality Issues: The input data may contain anomalies, such as missing values, outliers, or incorrect data types, which can lead to instability during model training.
- Model Configuration: Incorrect or suboptimal hyperparameters or model configurations can cause the training process to fail or produce invalid results.
- Resource Limitations: Insufficient computational resources (CPU, memory) can lead to failures during the training process.
- Algorithmic Instability: Some algorithms may be sensitive to the data or configuration, leading to convergence issues or instability during training.
- Version Compatibility: Using incompatible versions of SAP components or libraries can lead to unexpected behavior.
Solutions:
- Data Validation: Check the input data for quality issues. Clean the data by handling missing values, removing outliers, and ensuring that data types are correct.
- Adjust Model Parameters: Review and adjust the hyperparameters of the model. Consider using default settings or performing hyperparameter tuning to find a more stable configuration.
- Increase Resources: If resource limitations are suspected, consider increasing the computational resources allocated to the model training process.
- Review Logs: Check the logs for more detailed error messages or warnings that can provide insights into what went wrong during the training process.
- Update Software: Ensure that you are using the latest versions of SAP components and libraries. Check for any patches or updates that may address known issues.
- Consult Documentation: Refer to the official SAP documentation for guidance on the specific model or algorithm you are using, as it may provide insights into common issues and best practices.
Related Information:
If the issue persists after trying the above solutions, it may be beneficial to reach out to SAP support for further assistance, providing them with detailed information about the error and the context in which it occurred.
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