Fix ThrowOnCudaError

✅ Solution

The "ThrowOnCudaError" in xgboost usually arises from insufficient GPU memory or incompatible CUDA driver/toolkit versions. Reduce the `max_bin` or `gpu_id` parameters in your xgboost configuration to alleviate GPU memory pressure, and ensure your CUDA toolkit and driver versions match the xgboost build requirements or consider building from source using a compatible CUDA version.