Qualx model updates from weekly KPI run 2025-03-09 (#1584)

Description:

The latest
/ssd0/qual/spark-rapids-tools-private/qual-kpis/kpi_summary_xgboost-2025-03-09.csv:

platform,tp_count,fp_count,tn_count,fn_count,precision,recall

databricks-aws,15,7,27,1,68.18,93.75

databricks-aws_photon,10,18,18,4,35.71,71.43

databricks-azure,18,1,21,8,94.74,69.23

databricks-azure_photon,20,7,6,15,74.07,57.14

dataproc,34,20,29,2,62.96,94.44

emr,13,9,25,4,59.09,76.47

onprem,27,18,29,2,60.0,93.1

Signed-off-by: nvauto <[email protected]>

Author: nvauto

user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws.cfg

@@ -1 +1 @@
-{"learner":{"generic_param":{"device":"cpu","fail_on_invalid_gpu_id":"0","n_jobs":"0","nthread":"0","random_state":"0","seed":"0","seed_per_iteration":"0","validate_parameters":"1"},"gradient_booster":{"gbtree_model_param":{"num_parallel_tree":"1","num_trees":"85"},"gbtree_train_param":{"process_type":"default","tree_method":"auto","updater":"grow_quantile_histmaker","updater_seq":"grow_quantile_histmaker"},"name":"gbtree","specified_updater":false,"tree_train_param":{"alpha":"0","cache_opt":"1","colsample_bylevel":"1","colsample_bynode":"1","colsample_bytree":"1","eta":"0.0429123081","gamma":"0.0241313484","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0429123081","max_bin":"256","max_cat_threshold":"64","max_cat_to_onehot":"4","max_delta_step":"0","max_depth":"7","max_leaves":"0","min_child_weight":"1","min_split_loss":"0.0241313484","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.673712671"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"6.2358004E-1","boost_from_average":"1","num_class":"0","num_feature":"118","num_target":"1"},"learner_train_param":{"booster":"gbtree","disable_default_eval_metric":"0","multi_strategy":"one_output_per_tree","objective":"reg:squarederror"},"metrics":[{"name":"mae"},{"name":"mape"}],"objective":{"name":"reg:squarederror","reg_loss_param":{"scale_pos_weight":"1"}}},"version":[2,1,3]}
+{"learner":{"generic_param":{"device":"cpu","fail_on_invalid_gpu_id":"0","n_jobs":"0","nthread":"0","random_state":"0","seed":"0","seed_per_iteration":"0","validate_parameters":"1"},"gradient_booster":{"gbtree_model_param":{"num_parallel_tree":"1","num_trees":"98"},"gbtree_train_param":{"process_type":"default","tree_method":"auto","updater":"grow_quantile_histmaker","updater_seq":"grow_quantile_histmaker"},"name":"gbtree","specified_updater":false,"tree_train_param":{"alpha":"0","cache_opt":"1","colsample_bylevel":"1","colsample_bynode":"1","colsample_bytree":"1","eta":"0.0405488536","gamma":"0.0371223316","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0405488536","max_bin":"256","max_cat_threshold":"64","max_cat_to_onehot":"4","max_delta_step":"0","max_depth":"10","max_leaves":"0","min_child_weight":"3","min_split_loss":"0.0371223316","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.722168922"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"6.2358004E-1","boost_from_average":"1","num_class":"0","num_feature":"118","num_target":"1"},"learner_train_param":{"booster":"gbtree","disable_default_eval_metric":"0","multi_strategy":"one_output_per_tree","objective":"reg:squarederror"},"metrics":[{"name":"mae"},{"name":"mape"}],"objective":{"name":"reg:squarederror","reg_loss_param":{"scale_pos_weight":"1"}}},"version":[2,1,3]}

user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws.json

@@ -1 +1 @@
-{"learner":{"generic_param":{"device":"cpu","fail_on_invalid_gpu_id":"0","n_jobs":"0","nthread":"0","random_state":"0","seed":"0","seed_per_iteration":"0","validate_parameters":"1"},"gradient_booster":{"gbtree_model_param":{"num_parallel_tree":"1","num_trees":"82"},"gbtree_train_param":{"process_type":"default","tree_method":"auto","updater":"grow_quantile_histmaker","updater_seq":"grow_quantile_histmaker"},"name":"gbtree","specified_updater":false,"tree_train_param":{"alpha":"0","cache_opt":"1","colsample_bylevel":"1","colsample_bynode":"1","colsample_bytree":"1","eta":"0.0398966856","gamma":"0.0469422974","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0398966856","max_bin":"256","max_cat_threshold":"64","max_cat_to_onehot":"4","max_delta_step":"0","max_depth":"9","max_leaves":"0","min_child_weight":"4","min_split_loss":"0.0469422974","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.784458339"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"-4.1710395E-1","boost_from_average":"1","num_class":"0","num_feature":"118","num_target":"1"},"learner_train_param":{"booster":"gbtree","disable_default_eval_metric":"0","multi_strategy":"one_output_per_tree","objective":"reg:squarederror"},"metrics":[{"name":"mae"},{"name":"mape"}],"objective":{"name":"reg:squarederror","reg_loss_param":{"scale_pos_weight":"1"}}},"version":[2,1,3]}
+{"learner":{"generic_param":{"device":"cpu","fail_on_invalid_gpu_id":"0","n_jobs":"0","nthread":"0","random_state":"0","seed":"0","seed_per_iteration":"0","validate_parameters":"1"},"gradient_booster":{"gbtree_model_param":{"num_parallel_tree":"1","num_trees":"65"},"gbtree_train_param":{"process_type":"default","tree_method":"auto","updater":"grow_quantile_histmaker","updater_seq":"grow_quantile_histmaker"},"name":"gbtree","specified_updater":false,"tree_train_param":{"alpha":"0","cache_opt":"1","colsample_bylevel":"1","colsample_bynode":"1","colsample_bytree":"1","eta":"0.0476951823","gamma":"0.00684582209","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0476951823","max_bin":"256","max_cat_threshold":"64","max_cat_to_onehot":"4","max_delta_step":"0","max_depth":"10","max_leaves":"0","min_child_weight":"4","min_split_loss":"0.00684582209","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.666839182"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"-4.1710395E-1","boost_from_average":"1","num_class":"0","num_feature":"118","num_target":"1"},"learner_train_param":{"booster":"gbtree","disable_default_eval_metric":"0","multi_strategy":"one_output_per_tree","objective":"reg:squarederror"},"metrics":[{"name":"mae"},{"name":"mape"}],"objective":{"name":"reg:squarederror","reg_loss_param":{"scale_pos_weight":"1"}}},"version":[2,1,3]}