diff --git a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.cfg b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.cfg
index 7ee346b93..43077e3b1 100644
--- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.cfg
+++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.cfg
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
diff --git a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.json b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.json
index 6a7e50e81..9e074e945 100644
--- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.json
+++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.json
@@ -1 +1 @@
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diff --git a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.metrics b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.metrics
index 01a0d4785..96dabcb99 100644
--- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.metrics
+++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.metrics
@@ -1,109 +1,109 @@
 ,feature,shap_value,mean,std,min,25%,50%,75%,max
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-1,input_bytesRead_mean,0.09765926,17183601.817995824,25784975.86219411,3240.8,2894570.7264150945,7951296.582460979,19166490.746331237,178342334.9422222
-2,scan_bw,0.09219311,1050297.4787422144,1955358.213001325,0.0,89994.28187919463,268452.9604221636,1089559.8471760796,17385294.707427993
-3,duration_max,0.08709917,25050.089789431862,156379.14491642805,15.0,1230.0,3424.0,7330.0,3183955.0
-4,sr_localBytesReadRatio,0.057955116,0.3874037369817425,0.9181428182228664,0.0,0.0015187803186641536,0.06933355656898317,0.32740750707941785,11.586801193589288
-5,sr_localBytesRead_mean,0.053043935,2823696.3838026943,6568300.110379074,0.0,7456.299719887955,416274.183908046,2464676.252914798,104601898.28278689
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+40,sw_recordsWritten_sum,0.003561821,1227673563.1189368,4140792115.498209,0.0,99586.25,12805316.5,346510066.5,44204763473.0
+41,data_size,0.0034440611,309012000348.4804,1350262244908.2188,0.0,1197668174.75,17663461710.5,126861310737.5,22044104226233.0
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+43,sw_bytesWritten_mean,0.0032622286,7831580.670899051,21898134.485244464,0.0,18394.68447990366,945481.4077210885,6142070.018464427,314037255.60981447
+44,resultSerializationTime_sum,0.0030853727,78.34750830564784,269.18779312011185,0.0,0.0,9.0,48.75,7044.0
+45,sqlOp_HashAggregate,0.0013092234,0.9674418604651163,0.17750654931591586,0.0,1.0,1.0,1.0,1.0
+46,sqlOp_Window,0.0011210188,0.08272425249169435,0.2755107412381169,0.0,0.0,0.0,0.0,1.0
+47,sqlOp_Sort,0.0008667267,0.6355481727574751,0.4813560748820349,0.0,0.0,1.0,1.0,1.0
+48,sqlOp_Subquery,0.0007784632,0.14850498338870433,0.35565893443319624,0.0,0.0,0.0,0.0,1.0
+49,sqlOp_Expand,0.0007114158,0.08870431893687708,0.2843637238332643,0.0,0.0,0.0,0.0,1.0
+50,sqlOp_GenerateBloomFilter,0.0006535386,0.007973421926910298,0.08895209496682895,0.0,0.0,0.0,0.0,1.0
+51,sqlOp_ColumnarToRow,0.00065087556,0.9724252491694352,0.16377818945451209,0.0,1.0,1.0,1.0,1.0
+52,sqlOp_OutputAdapter,0.0005924608,0.007973421926910298,0.08895209496682895,0.0,0.0,0.0,0.0,1.0
+53,output_bytesWrittenRatio,0.00059074984,5.737073928836039e-06,0.00011937408054988593,0.0,0.0,0.0,0.0,0.004454741188373785
+54,output_bytesWritten_mean,0.00053782755,21.36214512488406,558.0848895336354,0.0,0.0,0.0,0.0,25987.92
+55,diskBytesSpilledRatio,0.0004786744,0.08977986868284055,0.45851873559880074,0.0,0.0,0.0,0.0,7.517807102047801
+56,diskBytesSpilled_mean,0.0004325014,2314959.1145223565,14593828.513183974,0.0,0.0,0.0,0.0,374126772.9802514
+57,sqlOp_BroadcastExchange,0.0004083852,0.737873754152824,0.43986402020780524,0.0,0.0,1.0,1.0,1.0
+58,memoryBytesSpilled_mean,0.00032322083,8903379.928150775,54208293.09784711,0.0,0.0,0.0,0.0,874196883.2566372
+59,platform_emr,0.00025245873,0.10498338870431893,0.30658294757739335,0.0,0.0,0.0,0.0,1.0
+60,sqlOp_ObjectHashAggregate,0.00020054147,0.0707641196013289,0.2564730244518732,0.0,0.0,0.0,0.0,1.0
+61,sqlOp_Filter,0.00019955244,0.9823920265780731,0.1315434583142398,0.0,1.0,1.0,1.0,1.0
+62,sqlOp_BroadcastHashJoin,0.00019493315,0.9079734219269103,0.28911149450656104,0.0,1.0,1.0,1.0,1.0
+63,sqlOp_AQEShuffleRead,0.00015341041,0.8395348837209302,0.3670978531369212,0.0,1.0,1.0,1.0,1.0
+64,sqlOp_RunningWindowFunction,0.0001485433,0.012956810631229236,0.11310694901749355,0.0,0.0,0.0,0.0,1.0
+65,sqlOp_Scan orc ,0.00014047122,0.09036544850498339,0.2867522486617043,0.0,0.0,0.0,0.0,1.0
+66,sqlOp_BatchEvalPython,0.00013654942,0.006312292358803987,0.07921194282473676,0.0,0.0,0.0,0.0,1.0
+67,sqlOp_DeserializeToObject,0.0001156741,0.0212624584717608,0.1442819544231109,0.0,0.0,0.0,0.0,1.0
+68,sqlOp_TakeOrderedAndProject,9.767763e-05,0.011627906976744186,0.10722181773009606,0.0,0.0,0.0,0.0,1.0
+69,sqlOp_WindowGroupLimit,9.2163486e-05,0.013953488372093023,0.11731735199684674,0.0,0.0,0.0,0.0,1.0
+70,sqlOp_BroadcastNestedLoopJoin,5.9500668e-05,0.038538205980066444,0.1925235744576188,0.0,0.0,0.0,0.0,1.0
+71,sqlOp_Scan parquet ,1.9005653e-05,0.8820598006644518,0.32259088915631223,0.0,1.0,1.0,1.0,1.0
+72,sqlOp_Scan ExistingRDD Delta Table State,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+73,sqlOp_ReusedSort,0.0,0.0009966777408637873,0.031559709701292356,0.0,0.0,0.0,0.0,1.0
+74,sqlOp_Scan ExistingRDD Delta Table Checkpoint,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+75,sqlOp_Project,0.0,0.9823920265780731,0.13154345831423983,0.0,1.0,1.0,1.0,1.0
+76,input_bytesReadRatio,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0
+77,sqlOp_Scan JDBCRelation,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+78,sqlOp_Scan OneRowRelation,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+79,sqlOp_Scan csv ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+80,sqlOp_PartialWindow,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+81,sqlOp_Scan text ,0.0,0.0212624584717608,0.1442819544231109,0.0,0.0,0.0,0.0,1.0
+82,sqlOp_SerializeFromObject,0.0,0.0212624584717608,0.1442819544231109,0.0,0.0,0.0,0.0,1.0
+83,sqlOp_SortAggregate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+84,sqlOp_SubqueryOutputBroadcast,0.0,0.0009966777408637873,0.031559709701292356,0.0,0.0,0.0,0.0,1.0
+85,sqlOp_Scan json ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+86,sqlOp_CustomShuffleReader,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+87,sqlOp_MapElements,0.0,0.0212624584717608,0.1442819544231109,0.0,0.0,0.0,0.0,1.0
+88,maxOffHeapMem,0.0,3832612862.6392026,11272254418.662317,0.0,0.0,0.0,0.0,36974886912.0
+89,sr_remoteBytesReadToDiskRatio,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+90,decode_time,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+91,taskGpu,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+92,taskCpu,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0
+93,executorOffHeap,0.0,3655.0644518272425,10750.059527075116,0.0,0.0,0.0,0.0,35262.0
+94,numGpusPerExecutor,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+95,sr_remoteBytesReadToDisk_mean,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+96,executorMemory,0.0,23401.75149501661,12497.547315081254,1024.0,16384.0,16384.0,40960.0,47016.0
+97,sqlOp_Exchange,0.0,0.9767441860465116,0.15073994190049997,0.0,1.0,1.0,1.0,1.0
+98,sqlOp_LocalTableScan,0.0,0.00132890365448505,0.036435953749245645,0.0,0.0,0.0,0.0,1.0
+99,platform_databricks-aws,0.0,0.10365448504983389,0.30486244475852525,0.0,0.0,0.0,0.0,1.0
+100,platform_databricks-azure,0.0,0.08870431893687708,0.2843637238332643,0.0,0.0,0.0,0.0,1.0
 101,sqlOp_CartesianProduct,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 102,sqlOp_CommandResult,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-103,sqlOp_CustomShuffleReader,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-104,sqlOp_Generate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-105,sqlOp_GlobalLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-106,sqlOp_HashAggregate,0.0,0.9630512514898689,0.18867347824879452,0.0,1.0,1.0,1.0,1.0
-107,sqlOp_WindowSort,0.0,0.0011918951132300357,0.03451010954538947,0.0,0.0,0.0,0.0,1.0
+103,sqlOp_Generate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+104,sqlOp_GlobalLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+105,sqlOp_HashAggregatePrefixGroupingSets,0.0,0.010963455149501661,0.10414826647202582,0.0,0.0,0.0,0.0,1.0
+106,sqlOp_LocalLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+107,sqlOp_WindowSort,0.0,0.0009966777408637873,0.031559709701292356,0.0,0.0,0.0,0.0,1.0
diff --git a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.cfg b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.cfg
index 66a26bcfd..94a8c7745 100644
--- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.cfg
+++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.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":"64"},"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":"0.0465967022","gamma":"0.0531188101","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0465967022","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":"5","min_split_loss":"0.0531188101","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.611349583"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"4.0922302E-1","boost_from_average":"1","num_class":"0","num_feature":"108","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":[2,0,3]}
\ No newline at end of file
+{"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":"61"},"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":"0.0436389036","gamma":"0.0876344517","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0436389036","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":"2","min_split_loss":"0.0876344517","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.779665112"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"2.5273216E-1","boost_from_average":"1","num_class":"0","num_feature":"108","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":[2,0,3]}
\ No newline at end of file
diff --git a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.json b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.json
index 58453e4b3..0f46af9d6 100644
--- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.json
+++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.json
@@ -1 +1 @@
-{"learner":{"attributes":{},"feature_names":["numTasks_sum","duration_sum","duration_max","duration_min","duration_mean","input_recordsRead_sum","output_recordsWritten_sum","peakExecutionMemory_max","resultSerializationTime_sum","resultSize_max","sr_localBlocksFetched_sum","sr_remoteBlocksFetched_sum","sw_recordsWritten_sum","sqlOp_AQEShuffleRead","sqlOp_ColumnarToRow","sqlOp_Exchange","sqlOp_Execute InsertIntoHadoopFsRelationCommand","sqlOp_Scan parquet 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\ No newline at end of file
diff --git a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.metrics b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.metrics
index 33f3650b2..70e919724 100644
--- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.metrics
+++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/emr.metrics
@@ -1,109 +1,109 @@
 ,feature,shap_value,mean,std,min,25%,50%,75%,max
-0,executorCPUTime_mean,0.08966571,492.2411258124467,633.2498608992653,24.07983193277311,139.83942226975313,271.62660475227887,561.3521947647508,4533.118682076936
-1,sw_bytesWrittenRatio,0.079100765,0.7977002563414094,1.1422725482541918,3.106321583786596e-06,0.010229609407286247,0.2923812153429433,1.2521374177711504,8.995789983239531
-2,scan_bw,0.029202836,226980.64804872056,182188.31874858632,0.0,96683.82933459067,184302.86468862544,295190.8741141206,1115911.2665868846
-3,executorDeserializeCPUTime_mean,0.024339328,2.4782980647975763,4.980650985769536,0.6516290726817042,1.3563722648891465,1.6369676962501334,1.9781113895352305,67.0602975724354
-4,executorDeserializeTime_mean,0.020374537,5.326194437572021,10.603867914182558,1.0187223419947804,2.343776267963664,3.450201089018539,4.781762995896033,108.73913043478261
-5,resultSize_max,0.01954592,4251299.462025316,7983673.104745722,4008.0,26748.25,206234.0,3181904.0,36244371.0
-6,duration_max,0.019544333,4535.0,6591.681704636389,218.0,1792.75,2797.5,4159.25,62200.0
-7,sr_remoteBytesReadRatio,0.01891816,0.687777081101194,0.9883383090147302,0.0,0.008259643966354892,0.26741828532034334,1.0690413398658043,7.7100818012376795
-8,sr_localBytesReadRatio,0.015168713,0.13718035751998656,0.20584907146299009,0.0,0.0015895981238185654,0.048278743875978886,0.1784267208711005,1.2857081820018512
-9,resultSerializationTime_sum,0.01130797,39.84177215189873,84.63182801428776,0.0,0.0,2.0,31.5,540.0
-10,input_recordsRead_sum,0.010368633,5761007620.405064,10424538017.29812,600000.0,358014410.5,1546503054.5,5999989709.0,62250956051.0
-11,input_bytesRead_mean,0.009910265,11674052.210945366,9957945.911754338,247214.65,4342541.908485758,8883992.54939838,17006877.770192,48542115.20874957
-12,duration_sum,0.009583404,6184001.221518988,15196408.988693051,1038.0,238440.75,898409.0,4288936.75,130745763.0
-13,shuffle_read_bw,0.008790294,111355440.12121667,440303370.2119587,0.0,0.0,0.0,16664557.659201471,4758443894.533334
-14,sw_writeTime_mean,0.0084472215,5.509960946392889,6.874368617769972,0.0,0.9966397849462365,3.575646392514159,6.892834092516972,38.262172284644194
-15,scan_time,0.008426536,3443040.344936709,8448257.13043308,0.0,87209.5,401338.0,2295399.0,67265122.0
-16,shuffle_write_bw,0.00834348,691119.4625956647,587889.8095937178,0.0,200442.31997893023,734470.3641071587,1032087.703789901,5515458.0
-17,sr_totalBytesReadRatio,0.0083310455,0.8249574386211804,1.1641898005267055,0.0,0.00951861946070829,0.32378948861241036,1.2585565621903958,8.995789983239531
-18,peakExecutionMemory_max,0.007977256,302411372.9113924,316857307.5603426,0.0,101132288.0,244312924.0,402653184.0,3070033920.0
-19,sw_recordsWritten_sum,0.0078047006,1845102786.2088609,5344903547.467987,313.0,1750493.25,75378890.0,844558321.5,43595318914.0
-20,sqlOp_OutputAdapter,0.006903933,0.0759493670886076,0.2653372528417936,0.0,0.0,0.0,0.0,1.0
-21,sr_localBytesRead_mean,0.006896147,861924.7794876787,1324523.7593500807,0.0,13047.46817995279,357245.5406777145,1071105.6857238286,7092366.562014835
-22,sw_bytesWritten_mean,0.0064605465,5417046.552572301,8911799.31478201,49.84697781178271,87160.29847186855,2066947.3130518913,6338479.753967281,53230659.43952871
-23,duration_mean,0.006398911,1205.009835020317,1369.1628130302438,59.35,449.4743943031758,736.9251646935809,1249.720808779752,8893.089562521529
-24,data_size,0.006026353,477342414985.3386,1524867274222.8843,0.0,20095101351.75,84708032506.5,333164890483.25,17266115075887.0
-25,numTasks_sum,0.0059839785,3055.8322784810125,4657.609351394006,16.0,438.5,1187.0,3576.5,28647.0
-26,sqlOp_BroadcastHashJoin,0.0054668216,0.8417721518987342,0.3655333463386252,0.0,1.0,1.0,1.0,1.0
-27,sr_remoteBytesRead_mean,0.005100257,4769590.089684044,7887538.328377411,0.0,64421.23019072706,1840235.121043461,5902992.563018165,46578599.75873908
-28,sr_localBlocksFetched_sum,0.0048887604,171805.80379746837,446845.67773304495,0.0,460.0,3573.5,68640.25,3432126.0
-29,jvmGCTime_mean,0.004546909,29.426851947455546,57.28248870997723,0.0,4.984206855320846,12.398193859121012,28.00800766283525,583.008232615169
-30,duration_min,0.004435301,27.550632911392405,40.71917725622104,2.0,9.75,15.0,28.0,401.0
-31,sr_fetchWaitTime_mean,0.003504451,1.2783243131591184,5.17935270676067,0.0,0.0,0.0,0.24349928999789117,60.744529778293
-32,memoryBytesSpilled_mean,0.0026449645,6003897.9673164515,25108743.14165831,0.0,0.0,0.0,0.0,219391041.53458685
-33,executorRunTime_mean,0.0018278181,1192.3750511587032,1370.2913446452503,51.6,436.28041443850265,720.1395827198271,1233.989307204537,8881.06786083362
-34,sqlOp_Sort,0.0017451997,0.7531645569620253,0.43185401502748433,0.0,1.0,1.0,1.0,1.0
-35,sr_remoteBlocksFetched_sum,0.0015133036,1115028.7025316455,2892416.9216468516,0.0,2713.25,21526.5,461403.75,20588309.0
-36,diskBytesSpilled_mean,0.0013380158,1619618.5017823442,6582231.787448202,0.0,0.0,0.0,0.0,57142346.644737974
-37,sqlOp_SortMergeJoin,0.0012572932,0.6360759493670886,0.4818902403423326,0.0,0.0,1.0,1.0,1.0
-38,sqlOp_SubqueryBroadcast,0.0011966857,0.7879746835443038,0.4093909677025221,0.0,1.0,1.0,1.0,1.0
-39,memoryBytesSpilledRatio,0.001071665,0.5509329561225446,3.818219374308102,0.0,0.0,0.0,0.0,60.2349682574701
-40,sr_totalBytesRead_mean,0.0010559853,5631514.869171723,9098364.953970589,0.0,75203.69154742833,2284942.798632967,6887673.945612514,53231984.77333021
-41,sqlOp_Window,0.00075715786,0.12341772151898735,0.3294377550897916,0.0,0.0,0.0,0.0,1.0
-42,sqlOp_GenerateBloomFilter,0.00045032435,0.06645569620253164,0.2494720163061004,0.0,0.0,0.0,0.0,1.0
-43,executorOffHeap,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-44,sqlOp_ObjectHashAggregate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-45,sqlOp_MapElements,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-46,sqlOp_PartialWindow,0.0,0.00949367088607595,0.0971256588683382,0.0,0.0,0.0,0.0,1.0
-47,sqlOp_LocalLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-48,sqlOp_HashAggregatePrefixGroupingSets,0.0,0.10443037974683544,0.30630308399462325,0.0,0.0,0.0,0.0,1.0
-49,sqlOp_HashAggregate,0.0,0.990506329113924,0.09712565886833821,0.0,1.0,1.0,1.0,1.0
-50,sqlOp_GlobalLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-51,sqlOp_Generate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-52,sqlOp_Filter,0.0,0.9968354430379747,0.056254395046301184,0.0,1.0,1.0,1.0,1.0
-53,sqlOp_LocalTableScan,0.0,0.0031645569620253164,0.056254395046301184,0.0,0.0,0.0,0.0,1.0
-54,sqlOp_RunningWindowFunction,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-55,sqlOp_Project,0.0,0.9968354430379747,0.056254395046301184,0.0,1.0,1.0,1.0,1.0
-56,sqlOp_ReusedSort,0.0,0.00949367088607595,0.0971256588683382,0.0,0.0,0.0,0.0,1.0
-57,sqlOp_WindowGroupLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-58,sqlOp_TakeOrderedAndProject,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-59,sqlOp_SubqueryOutputBroadcast,0.0,0.00949367088607595,0.0971256588683382,0.0,0.0,0.0,0.0,1.0
-60,sqlOp_Subquery,0.0,0.08544303797468354,0.2799832079697408,0.0,0.0,0.0,0.0,1.0
+0,executorCPUTime_mean,0.16211005,384.755356991121,467.87788064593724,19.24113475177305,124.39708502447397,226.99628418549347,449.91830146392635,2700.7734555736442
+1,sr_localBytesReadRatio,0.053157475,0.10907855488413434,0.1572488413305017,0.0,0.0012885253155292813,0.041012881630626864,0.16840515372594633,1.1303846138795548
+2,sr_totalBytesReadRatio,0.041110065,0.7931947366977176,1.1357829439148655,0.0,0.009510088645474939,0.31144224935284237,1.2217168915759054,9.058421495852466
+3,sw_bytesWrittenRatio,0.038683824,0.7574515843694644,1.0990437874397825,3.111405844716284e-06,0.010259891494622527,0.2834431853138735,1.2217158523672178,9.081261069488061
+4,duration_sum,0.03792292,5830139.981012658,13826598.408761906,833.0,221623.25,849893.0,4253101.0,108868560.0
+5,sr_remoteBytesReadRatio,0.034399424,0.6841161818135831,0.988720163289033,0.0,0.00840144787396097,0.2724875681349891,1.0153017802153128,7.92803688197291
+6,scan_bw,0.023506777,304418.38097439846,279823.7113834629,0.0,106685.49402420361,226914.32332729362,395659.04820326006,2351867.4072114737
+7,duration_max,0.01781179,4532.588607594937,7861.628366103739,279.0,1495.0,2260.0,4454.25,76443.0
+8,resultSize_max,0.014978353,4259722.604430379,7980080.385944204,4478.0,29505.25,209965.0,3181904.0,36244371.0
+9,sw_bytesWritten_mean,0.014286044,5047440.067791227,8402003.71819362,49.84697781178271,75227.21439230934,1929614.095980947,6084266.838750081,53230647.67712235
+10,peakExecutionMemory_max,0.0132710785,267416911.3164557,282858013.903724,0.0,91147194.0,209626522.0,356306803.0,2484692224.0
+11,input_bytesRead_mean,0.013199001,11518480.280642062,10003487.271005625,246703.55,3864346.768096071,8773197.283440515,16950376.052759163,48542081.34584912
+12,input_recordsRead_sum,0.012090786,5752550017.886076,10469873796.719795,600000.0,342468680.5,1546503054.5,5940458836.25,62250956051.0
+13,shuffle_write_bw,0.010834483,716002.982329966,585431.289592028,0.0,189480.98194379656,636003.5683728504,1115416.8191155323,4415434.0
+14,executorDeserializeCPUTime_mean,0.01028735,2.4949209741681666,5.360598807121018,0.7293233082706767,1.2620519020111058,1.4839235066321823,1.8452141255256997,67.34925606891152
+15,jvmGCTime_mean,0.009204794,20.763371524713037,31.45530846264389,0.0,3.1836860637509266,10.763938423623948,24.154533487525864,264.73770491803276
+16,duration_mean,0.00912086,1142.8704390258872,1289.0697905015472,51.63636363636363,370.90520661942685,705.6111359893133,1235.5146013340639,7346.105752669652
+17,sr_localBlocksFetched_sum,0.00648333,157263.2753164557,416390.35593890015,0.0,395.0,3009.5,54033.5,3003536.0
+18,numTasks_sum,0.0063589225,3060.3417721518986,4694.388746013052,16.0,450.5,1190.0,3503.0,28649.0
+19,data_size,0.0060482994,485294878141.58545,1529898802103.7097,0.0,20095101351.75,84708032506.5,334061139978.25,17266115075887.0
+20,scan_time,0.0054722773,2968761.7056962023,7403202.772014033,0.0,72362.75,290925.5,1874113.75,55090501.0
+21,duration_min,0.005397426,21.89873417721519,30.24821965080589,2.0,8.0,14.0,22.0,307.0
+22,sw_writeTime_mean,0.0050760517,13.624980745760304,76.92132743277207,0.0,0.7397532484578029,2.6433045603849976,6.337101383414754,1236.7183617513494
+23,sw_recordsWritten_sum,0.005009363,1779240402.3164556,5234879639.029305,313.0,1750493.25,72045087.5,832164319.25,43595318914.0
+24,executorDeserializeTime_mean,0.0049528964,5.803710390306793,14.87090864966254,0.9319187563826166,2.266675074574487,3.258093985524938,4.387102845956934,153.19540229885058
+25,sr_remoteBytesRead_mean,0.0049169906,4582114.2944864975,7539697.016437123,0.0,63015.63798596112,1893140.6053443695,5593406.281292146,46577051.96917915
+26,shuffle_read_bw,0.004765375,57400724.30115602,355780622.4636368,0.0,0.0,787237.6107834032,15536830.513087355,5344125829.0
+27,executorRunTime_mean,0.0045357756,1127.6041510906016,1290.907970733605,43.31818181818182,357.7099260827749,691.5260484807051,1221.9890104225306,7335.390285911127
+28,sr_fetchWaitTime_mean,0.004160339,2.0310323687364957,7.772144195192904,0.0,0.0,0.009293922766632705,0.5706619382246294,73.13925518040864
+29,sr_localBytesRead_mean,0.0036236006,706832.6039216269,1136165.0469603462,0.0,9099.940787169458,281254.8628198895,868796.7317053758,6654921.041510612
+30,sqlOp_GenerateBloomFilter,0.0032513512,0.0759493670886076,0.2653372528417936,0.0,0.0,0.0,0.0,1.0
+31,resultSerializationTime_sum,0.003048181,62.12341772151899,102.07936822944863,0.0,0.0,16.5,74.25,655.0
+32,sr_remoteBlocksFetched_sum,0.0024200915,1100644.082278481,2914598.137768614,0.0,2770.5,21088.5,378179.75,21016512.0
+33,sqlOp_Sort,0.0018649584,0.7468354430379747,0.4355140565698905,0.0,0.0,1.0,1.0,1.0
+34,diskBytesSpilledRatio,0.001234498,0.09481112289369535,0.5239746232508898,0.0,0.0,0.0,0.0,7.517807102047801
+35,sqlOp_SubqueryBroadcast,0.0011966459,0.7879746835443038,0.4093909677025221,0.0,1.0,1.0,1.0,1.0
+36,sqlOp_Window,0.0010436766,0.12341772151898735,0.3294377550897916,0.0,0.0,0.0,0.0,1.0
+37,sqlOp_AQEShuffleRead,0.00093212863,0.930379746835443,0.25490959760979287,0.0,1.0,1.0,1.0,1.0
+38,sqlOp_BroadcastHashJoin,0.0008390053,0.8481012658227848,0.35949197293064444,0.0,1.0,1.0,1.0,1.0
+39,memoryBytesSpilled_mean,0.0007799604,4534768.360931959,17822803.472287823,0.0,0.0,0.0,0.0,120138543.67603435
+40,sqlOp_OutputAdapter,0.00077116274,0.0759493670886076,0.2653372528417936,0.0,0.0,0.0,0.0,1.0
+41,memoryBytesSpilledRatio,0.0006644517,0.34731956316194224,2.239254586395395,0.0,0.0,0.0,0.0,35.42291753534751
+42,sr_totalBytesRead_mean,0.0005769519,5288946.898408125,8629228.225825954,0.0,72023.09110421166,2200135.7259477377,6386759.808878353,53231973.010689765
+43,sqlOp_Subquery,0.00053313933,0.08544303797468354,0.2799832079697408,0.0,0.0,0.0,0.0,1.0
+44,diskBytesSpilled_mean,0.00030759146,1407298.6859824378,5836681.87707674,0.0,0.0,0.0,0.0,56913253.10538942
+45,sqlOp_SortMergeJoin,0.00025351142,0.629746835443038,0.4836382609453798,0.0,0.0,1.0,1.0,1.0
+46,sqlOp_SubqueryOutputBroadcast,0.00011199158,0.00949367088607595,0.0971256588683382,0.0,0.0,0.0,0.0,1.0
+47,sqlOp_MapElements,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+48,sqlOp_ObjectHashAggregate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+49,sqlOp_PartialWindow,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+50,sqlOp_LocalTableScan,0.0,0.0031645569620253164,0.056254395046301184,0.0,0.0,0.0,0.0,1.0
+51,sqlOp_LocalLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+52,sqlOp_HashAggregatePrefixGroupingSets,0.0,0.10443037974683544,0.30630308399462325,0.0,0.0,0.0,0.0,1.0
+53,sqlOp_HashAggregate,0.0,0.990506329113924,0.09712565886833821,0.0,1.0,1.0,1.0,1.0
+54,sqlOp_GlobalLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+55,sqlOp_Generate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+56,numExecutors,0.0,8.0,0.0,8.0,8.0,8.0,8.0,8.0
+57,sqlOp_Project,0.0,0.9968354430379747,0.056254395046301184,0.0,1.0,1.0,1.0,1.0
+58,sqlOp_Scan json ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+59,sqlOp_WindowGroupLimit,0.0,0.0189873417721519,0.1366965815037675,0.0,0.0,0.0,0.0,1.0
+60,sqlOp_TakeOrderedAndProject,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 61,sqlOp_SortAggregate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 62,sqlOp_SerializeFromObject,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 63,sqlOp_Scan text ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 64,sqlOp_Scan orc ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-65,sqlOp_Scan json ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-66,sqlOp_Scan csv ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+65,sqlOp_Scan csv ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+66,sqlOp_ReusedSort,0.0,0.00949367088607595,0.0971256588683382,0.0,0.0,0.0,0.0,1.0
 67,sqlOp_Scan OneRowRelation,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 68,sqlOp_Scan JDBCRelation,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 69,sqlOp_Scan ExistingRDD Delta Table State,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 70,sqlOp_Scan ExistingRDD Delta Table Checkpoint,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-71,sqlOp_DeserializeToObject,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-72,sqlOp_Expand,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-73,sqlOp_BroadcastExchange,0.0,0.9177215189873418,0.27522435000749923,0.0,1.0,1.0,1.0,1.0
-74,sqlOp_CustomShuffleReader,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-75,maxMem,0.0,8974132838.0,0.0,8974132838.0,8974132838.0,8974132838.0,8974132838.0,8974132838.0
-76,sr_remoteBytesReadToDiskRatio,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-77,numExecutors,0.0,7.139240506329114,0.3467464089674273,7.0,7.0,7.0,7.0,8.0
-78,executorCores,0.0,16.0,0.0,16.0,16.0,16.0,16.0,16.0
-79,output_bytesWrittenRatio,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-80,input_bytesReadRatio,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0
-81,diskBytesSpilledRatio,0.0,0.11106697278081112,0.5602028656136259,0.0,0.0,0.0,0.0,7.070706234101564
-82,maxOnHeapMem,0.0,8974132838.0,0.0,8974132838.0,8974132838.0,8974132838.0,8974132838.0,8974132838.0
-83,sqlOp_CommandResult,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-84,maxOffHeapMem,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-85,decode_time,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-86,executorMemory,0.0,16384.0,0.0,16384.0,16384.0,16384.0,16384.0,16384.0
-87,numGpusPerExecutor,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-88,cache_hit_ratio,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-89,taskGpu,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-90,sqlOp_Scan parquet ,0.0,0.9968354430379747,0.056254395046301184,0.0,1.0,1.0,1.0,1.0
-91,sqlOp_Execute InsertIntoHadoopFsRelationCommand,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-92,output_bytesWritten_mean,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
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-94,sr_remoteBytesReadToDisk_mean,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-95,sqlOp_ColumnarToRow,0.0,0.9968354430379747,0.056254395046301184,0.0,1.0,1.0,1.0,1.0
-96,sqlOp_AQEShuffleRead,0.0,0.9240506329113924,0.2653372528417936,0.0,1.0,1.0,1.0,1.0
-97,output_recordsWritten_sum,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-98,platform_emr,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0
-99,platform_databricks-aws,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-100,platform_databricks-azure,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-101,platform_dataproc,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-102,platform_onprem,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-103,sqlOp_BatchEvalPython,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
-104,taskCpu,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0
-105,sqlOp_BroadcastNestedLoopJoin,0.0,0.028481012658227847,0.16660637848720578,0.0,0.0,0.0,0.0,1.0
-106,sqlOp_CartesianProduct,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+71,sqlOp_Expand,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
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+73,sqlOp_Filter,0.0,0.9968354430379747,0.056254395046301184,0.0,1.0,1.0,1.0,1.0
+74,platform_databricks-azure,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+75,sqlOp_DeserializeToObject,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+76,sqlOp_Exchange,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0
+77,maxMem,0.0,8974132838.0,0.0,8974132838.0,8974132838.0,8974132838.0,8974132838.0,8974132838.0
+78,maxOnHeapMem,0.0,8974132838.0,0.0,8974132838.0,8974132838.0,8974132838.0,8974132838.0,8974132838.0
+79,maxOffHeapMem,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+80,executorMemory,0.0,16384.0,0.0,16384.0,16384.0,16384.0,16384.0,16384.0
+81,numGpusPerExecutor,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+82,executorOffHeap,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+83,taskCpu,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0
+84,taskGpu,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+85,cache_hit_ratio,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+86,decode_time,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+87,sqlOp_Scan parquet ,0.0,0.9968354430379747,0.056254395046301184,0.0,1.0,1.0,1.0,1.0
+88,input_bytesReadRatio,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0
+89,output_bytesWrittenRatio,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+90,sqlOp_Execute InsertIntoHadoopFsRelationCommand,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+91,sr_remoteBytesReadToDiskRatio,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+92,sqlOp_CustomShuffleReader,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+93,sqlOp_ColumnarToRow,0.0,0.9968354430379747,0.056254395046301184,0.0,1.0,1.0,1.0,1.0
+94,output_bytesWritten_mean,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+95,sr_remoteBytesReadToDisk_mean,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+96,output_recordsWritten_sum,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+97,platform_emr,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0
+98,platform_databricks-aws,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+99,executorCores,0.0,16.0,0.0,16.0,16.0,16.0,16.0,16.0
+100,platform_dataproc,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+101,platform_onprem,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+102,sqlOp_BatchEvalPython,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+103,sqlOp_BroadcastExchange,0.0,0.9240506329113924,0.2653372528417936,0.0,1.0,1.0,1.0,1.0
+104,sqlOp_BroadcastNestedLoopJoin,0.0,0.028481012658227847,0.16660637848720578,0.0,0.0,0.0,0.0,1.0
+105,sqlOp_CartesianProduct,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+106,sqlOp_CommandResult,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
 107,sqlOp_WindowSort,0.0,0.00949367088607595,0.0971256588683382,0.0,0.0,0.0,0.0,1.0
diff --git a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.cfg b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.cfg
index 7f3862746..f1909ca15 100644
--- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.cfg
+++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.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":"97"},"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":"0.047951851","gamma":"0.0653549582","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.047951851","max_bin":"256","max_cat_threshold":"64","max_cat_to_onehot":"4","max_delta_step":"0","max_depth":"8","max_leaves":"0","min_child_weight":"3","min_split_loss":"0.0653549582","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.703936696"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"9.229671E-1","boost_from_average":"1","num_class":"0","num_feature":"108","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":[2,0,3]}
\ No newline at end of file
+{"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":"83"},"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":"0.0461990498","gamma":"0.0150604062","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0461990498","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":"0.0150604062","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.671188235"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"8.761862E-1","boost_from_average":"1","num_class":"0","num_feature":"108","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":[2,0,3]}
\ No newline at end of file
diff --git a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.json b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.json
index 7824da686..691af8005 100644
--- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.json
+++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.json
@@ -1 +1 @@
-{"learner":{"attributes":{},"feature_names":["numTasks_sum","duration_sum","duration_max","duration_min","duration_mean","input_recordsRead_sum","output_recordsWritten_sum","peakExecutionMemory_max","resultSerializationTime_sum","resultSize_max","sr_localBlocksFetched_sum","sr_remoteBlocksFetched_sum","sw_recordsWritten_sum","sqlOp_AQEShuffleRead","sqlOp_BroadcastExchange","sqlOp_BroadcastHashJoin","sqlOp_BroadcastNestedLoopJoin","sqlOp_ColumnarToRow","sqlOp_Exchange","sqlOp_Expand","sqlOp_Filter","sqlOp_HashAggregate","sqlOp_LocalTableScan","sqlOp_ObjectHashAggregate","sqlOp_Project","sqlOp_Scan parquet 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\ No newline at end of file
diff --git a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.metrics b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.metrics
index 9e82fb16d..14ec21817 100644
--- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.metrics
+++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/onprem.metrics
@@ -1,109 +1,109 @@
 ,feature,shap_value,mean,std,min,25%,50%,75%,max
-0,duration_max,0.31273988,5005.918367346939,31652.617800578777,15.0,525.0,1037.0,2979.0,506948.0
-1,scan_bw,0.15338466,2035389.3954674802,2622545.9493717942,0.0,213295.70298234935,1137678.1045943303,2853057.840782798,17385294.707427993
-2,scan_time,0.07000147,6802.315840621963,21110.178167347418,0.0,257.0,1143.0,4704.0,315952.0
-3,executorCPUTime_mean,0.054049812,1600.7070149775357,14167.658412169676,3.875,165.85714285714286,315.53225806451616,680.7692307692307,227947.84615384616
-4,duration_mean,0.040478442,1652.5420694165823,14174.5203804198,13.333333333333334,198.44827586206895,364.392,761.7755102040817,228041.3076923077
-5,output_recordsWritten_sum,0.03511096,284.3916423712342,2550.5440194026505,0.0,0.0,0.0,0.0,28800.0
-6,input_bytesRead_mean,0.032230534,10407704.318865655,20438370.439500522,3240.8,1361709.3658536586,4548569.079545454,10012501.344827587,134037865.09764309
-7,executorDeserializeCPUTime_mean,0.025310162,2.775951137581223,10.58956908453639,0.01225114854517611,1.0978260869565217,1.486842105263158,2.042105263157895,198.8
-8,executorDeserializeTime_mean,0.021116098,5.247501153829611,21.520902160308463,0.04395604395604396,1.8095238095238095,2.7927927927927927,4.116279069767442,475.6
-9,duration_sum,0.020470038,295152.5481049563,1035609.3005321859,40.0,9916.0,31498.0,135419.0,12546154.0
-10,executorRunTime_mean,0.018900566,1643.459182717587,14172.932365713825,6.0,191.7032967032967,354.390243902439,748.811320754717,228020.38461538462
-11,sqlOp_ColumnarToRow,0.018647984,0.9271137026239067,0.2600761780365406,0.0,1.0,1.0,1.0,1.0
-12,resultSize_max,0.01767152,3599824.448979592,6883636.675136318,1785.0,22268.0,370869.0,2437329.0,40000929.0
-13,duration_min,0.015010038,15.028182701652089,11.685576875286127,2.0,10.0,13.0,16.0,106.0
-14,sqlOp_SubqueryBroadcast,0.014816363,0.5821185617103984,0.4934502737864017,0.0,0.0,1.0,1.0,1.0
-15,sr_localBytesRead_mean,0.014342545,3994713.294238482,8142432.553133984,0.0,7310.674461088784,530210.156626506,4240578.16,104601898.28278689
-16,data_size,0.013690789,32261409828.671524,153598768558.44144,0.0,172104630.0,1837235122.0,11251581927.0,2201578321387.0
-17,peakExecutionMemory_max,0.013135659,197777624.29543245,265958615.91200936,0.0,35651568.0,71237168.0,268447072.0,1596326384.0
-18,input_recordsRead_sum,0.012873502,372679083.6083576,1431083548.9580317,0.0,6112797.0,38369822.0,184632087.0,23040112194.0
-19,output_bytesWrittenRatio,0.01070014,1.6781916934690456e-05,0.00020377764062108953,0.0,0.0,0.0,0.0,0.004454741188373785
-20,numTasks_sum,0.010181589,283.28279883381924,762.5255514667227,3.0,31.0,79.0,251.0,11170.0
-21,sr_localBytesReadRatio,0.009893519,0.7276730634971323,1.3337828359394597,0.0,0.0028935204119926498,0.11661885121977368,1.0516895519094522,11.586801193589288
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-23,jvmGCTime_mean,0.007710599,9.1023346414185,18.587639643034283,0.0,0.9640122511485452,3.949367088607595,10.779661016949152,392.125
-24,sw_writeTime_mean,0.007435672,21.782237776953345,35.77160548166259,0.0,4.619047619047619,12.628571428571428,21.309782608695652,434.1004098360656
-25,sw_recordsWritten_sum,0.0070823943,133440060.14965986,467645217.9696033,0.0,7176.0,1672650.0,40207869.0,5396127420.0
-26,sr_localBlocksFetched_sum,0.0067695198,14785.857142857143,91592.83213142845,0.0,34.0,269.0,1571.0,1570592.0
-27,sw_bytesWrittenRatio,0.0062627615,0.67595505431595,1.2634751997652804,0.0,0.0028935204119926498,0.1020153829686377,0.9719922347166023,11.586801193589288
-28,resultSerializationTime_sum,0.005835829,6.797862001943635,12.668780959063115,0.0,0.0,2.0,9.0,128.0
-29,executorCores,0.004449376,11.19533527696793,2.0456220713711475,6.0,12.0,12.0,12.0,12.0
-30,sqlOp_SortMergeJoin,0.004157237,0.3935860058309038,0.48878240250894495,0.0,0.0,0.0,1.0,1.0
-31,sqlOp_Expand,0.0037949262,0.08163265306122448,0.2739373830416032,0.0,0.0,0.0,0.0,1.0
-32,sqlOp_Sort,0.0031081727,0.564625850340136,0.4960470011859608,0.0,0.0,1.0,1.0,1.0
-33,sw_bytesWritten_mean,0.0030418932,3739879.6656645513,7814410.113552891,0.0,7310.674461088784,494635.1983805668,3800329.714285714,104601898.28278689
-34,output_bytesWritten_mean,0.0022218039,62.487907508164255,953.4572416669498,0.0,0.0,0.0,0.0,25987.92
-35,sqlOp_Subquery,0.0018402729,0.13411078717201166,0.34093701189519127,0.0,0.0,0.0,0.0,1.0
-36,sqlOp_BatchEvalPython,0.0011963741,0.0184645286686103,0.1346893455358366,0.0,0.0,0.0,0.0,1.0
-37,sqlOp_Window,0.00085478264,0.1000971817298348,0.30027547385081216,0.0,0.0,0.0,0.0,1.0
-38,sqlOp_Filter,0.00078029954,0.956268221574344,0.20459714133881027,0.0,1.0,1.0,1.0,1.0
-39,sqlOp_TakeOrderedAndProject,0.0006202376,0.034013605442176874,0.18135225898250668,0.0,0.0,0.0,0.0,1.0
-40,sqlOp_ObjectHashAggregate,0.00059393066,0.0826044703595724,0.27541729926578734,0.0,0.0,0.0,0.0,1.0
-41,sqlOp_Exchange,0.0005854847,0.9378036929057337,0.24162919050932885,0.0,1.0,1.0,1.0,1.0
-42,sqlOp_BroadcastNestedLoopJoin,0.0004075259,0.038872691933916424,0.1933854951391076,0.0,0.0,0.0,0.0,1.0
-43,sqlOp_AQEShuffleRead,0.00034016525,0.8532555879494655,0.35402300726029085,0.0,1.0,1.0,1.0,1.0
-44,numExecutors,0.0003305295,1.1224489795918366,0.3279630397158765,1.0,1.0,1.0,1.0,2.0
-45,sqlOp_BroadcastExchange,0.0003121427,0.8726919339164237,0.33347983001422243,0.0,1.0,1.0,1.0,1.0
-46,sqlOp_DeserializeToObject,0.00026089474,0.062196307094266275,0.24162919050932885,0.0,0.0,0.0,0.0,1.0
-47,diskBytesSpilled_mean,0.00025951865,230179.179038439,1888499.6610983564,0.0,0.0,0.0,0.0,33748108.234217174
-48,diskBytesSpilledRatio,0.00016642458,0.03344404346157523,0.21703990369303647,0.0,0.0,0.0,0.0,2.5083225971604866
-49,sr_fetchWaitTime_mean,0.00014999342,0.00016720433944172625,0.003194925273683625,0.0,0.0,0.0,0.0,0.09523809523809523
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