Parallel | XGBoosting

Helpful examples for parallelism with XGBoost models.

Examples	Tags
Configure XGBoost "n_jobs" Parameter	Parameters Parallel
Configure XGBoost "nthread" Parameter	Parameters Parallel
Thread-Safe Predictions with XGBoost	Prediction Inference Parallel
Tune XGBoost "n_jobs" Parameter	Tune Parameters Parallel Plot
Tune XGBoost "nthread" Parameter	Tune Parameters Parallel Plot
Verify CPU Core Utilization During XGBoost Model Training	Train Parallel
XGBoost Benchmark Model Training Time	Performance Train Parallel
XGBoost Compare "n_jobs" vs "nthread" Parameters	Parameters Parallel Plot
XGBoost Configure "n_jobs" for Grid Search	Train Parallel Search
XGBoost Configure "n_jobs" for Random Search	Train Parallel Search
XGBoost Configure "OMP_NUM_THREADS" for Inference	Parallel Inference Performance
XGBoost Configure "OMP_NUM_THREADS" for Model Training	Parallel Train Performance
XGBoost Configure The Number of BLAS Threads	Prediction Inference Parallel
XGBoost Configure The Number of OpenMP Threads	Prediction Inference Parallel
XGBoost CPU Usage Below 100% During Training	Performance Parallel Plot
XGBoost Model Training is Mostly Deterministic (Reproducibility)	Train Parallel
XGBoost Multi-Core Training and Prediction	Prediction Train Parallel
XGBoost Multiple CPUs for Training and Prediction	Prediction Train Parallel
XGBoost Multithreaded Training and Prediction	Prediction Train Parallel
XGBoost Parallel Prediction With a Process Pool (multiprocessing)	Prediction Inference Parallel
XGBoost Parallel Prediction With a Process Pool and Shared Memory	Prediction Inference Parallel
XGBoost Parallel Prediction With a Thread Pool (threading)	Prediction Inference Parallel
XGBoost Releases GIL During Inference (prediction)	Inference Parallel Performance
XGBoost Releases GIL During Training	Train Parallel Performance
XGBoost Releases the Global Interpreter Lock (GIL)	Parallel Performance
XGBoost Report Execution Time	Performance Train Parallel
XGBoost Single-Threaded Training and Prediction (no threads)	Prediction Train Parallel
XGBoost Train Multiple Models in Parallel (multiprocessing)	Train Parallel
XGBoost Train Multiple Models in Parallel (threading)	Train Parallel
XGBoost Train Multiple Models in Parallel with Joblib	Train Parallel
XGBoost Training Time of Max Depth vs Boosting Rounds	Performance Parallel Plot
XGBoost Training Time of Threads vs Boosting Rounds	Performance Parallel Plot
XGBoost Training Time of Tree Method vs Boosting Rounds	Performance Parallel Plot