ValueError: Input X contains infinity or a value too large for dtype('float64')
时间: 2024-05-19 08:15:43 浏览: 163
python 使用Flask 出现 ValueError: Expected object or value 问题解决
This error occurs when the input data (X) contains a value that is either infinity or too large to be handled by the float64 data type. This can happen if the input data is not properly preprocessed or if there is an issue with the data source.
To fix this error, you can try the following solutions:
1. Check the input data for any values that may be causing the error. Look for any NaN or infinite values and remove or replace them with appropriate values.
2. Scale down the input data to a smaller range that can be handled by float64 data type. You can use techniques such as normalization or standardization to achieve this.
3. Check the data source for any issues, such as incorrect data formats or missing values. Fix any issues before passing the data to the model.
4. Try using a different data type, such as float32 or float16, if the data is not too large. However, keep in mind that using a smaller data type may result in a loss of precision.
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