In** LogisticRegressionwithLBFGS**, if using origional data form http://stat-computing.org/dataexpo/2009/the-data.html without normalized and setting parameters like the following:
instances | dimensions | num of classes | iterations | convergencoTol | regparam | correction |
---|---|---|---|---|---|---|
7340025 | 29 | 10 | 100 | 1E-6 | 1.0 | 10 |
Error “Failure! Resetting history: breeze.optimize.FirstOrderException: Line search failed” will occur and "the result is not converged because max iterations reached".

In RandomForestClassification,if generating data randomly with mix distribution and setting parameters like the following:
instances | dimensions | form of distribution | num of classes | num of trees | max depth | max bins |
---|---|---|---|---|---|---|
100000 | 100 | mix | 2 | 100 | 30 | 10 |
Error “java.lang.OutOfMemoryError: Java heap space” will occur.

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