From 746c8986e0c607d3dd6beb81952798837538185d Mon Sep 17 00:00:00 2001 From: Lee Yang Date: Thu, 5 Dec 2024 11:27:51 -0800 Subject: [PATCH] Update models for latest tools code (#1448) * updated models for latest tools code * remove deprecated models Signed-off-by: Lee Yang --------- Signed-off-by: Lee Yang --- .../qualx/models/xgboost/combined.cfg | 2 +- .../qualx/models/xgboost/combined.json | 2 +- .../qualx/models/xgboost/combined.metrics | 219 ++++++++--------- .../qualx/models/xgboost/databricks-aws.cfg | 2 +- .../qualx/models/xgboost/databricks-aws.json | 2 +- .../models/xgboost/databricks-aws.metrics | 123 +++++----- .../models/xgboost/databricks-aws_photon.cfg | 2 +- .../models/xgboost/databricks-aws_photon.json | 2 +- .../xgboost/databricks-aws_photon.metrics | 139 +++++------ .../qualx/models/xgboost/databricks-azure.cfg | 2 +- .../models/xgboost/databricks-azure.json | 2 +- .../models/xgboost/databricks-azure.metrics | 139 +++++------ .../xgboost/databricks-azure_photon.cfg | 2 +- .../xgboost/databricks-azure_photon.json | 2 +- .../xgboost/databricks-azure_photon.metrics | 135 ++++++----- .../qualx/models/xgboost/dataproc.cfg | 2 +- .../qualx/models/xgboost/dataproc.json | 2 +- .../qualx/models/xgboost/dataproc.metrics | 221 +++++++++--------- .../models/xgboost/dataproc_2.0-parquet.json | 1 - .../models/xgboost/dataproc_2.1-orc.json | 1 - .../resources/qualx/models/xgboost/emr.cfg | 2 +- .../resources/qualx/models/xgboost/emr.json | 2 +- .../qualx/models/xgboost/emr.metrics | 127 +++++----- .../resources/qualx/models/xgboost/onprem.cfg | 2 +- .../qualx/models/xgboost/onprem.json | 2 +- .../qualx/models/xgboost/onprem.metrics | 109 +++++---- 26 files changed, 650 insertions(+), 596 deletions(-) delete mode 100644 user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/dataproc_2.0-parquet.json delete mode 100644 user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/dataproc_2.1-orc.json 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 f84abdfcb..8cbac1ad7 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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+{"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":"93"},"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":"0.0452739485","gamma":"0.0653549582","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0452739485","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":"2","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":"0.662151933"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"5.681664E-1","boost_from_average":"1","num_class":"0","num_feature":"115","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]} 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\ No newline at end of file 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 4895b8807..ade7f596d 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 +1,116 @@ ,feature,shap_value,mean,std,min,25%,50%,75%,max -0,maxOnHeapMem,0.24525835,12891675333.097458,7443156274.854312,455501414.0,8974132838.0,10119177830.0,10119177830.0,26104509235.0 -1,duration_max,0.122840814,19727.637005649718,132756.56647030966,15.0,1000.75,2626.5,6606.5,3183955.0 -2,executorCPUTime_mean,0.116636105,1600.0121232217436,8490.83160303521,3.875,196.08367473240125,438.1275815373426,1135.2854603729604,227947.84615384616 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b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws.cfg index bb4140578..787e26392 100644 --- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws.cfg +++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws.cfg @@ -1 +1 @@ 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\ No newline at end of file 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a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws_photon.cfg b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws_photon.cfg index f4badc4d1..b0ab129c4 100644 --- a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws_photon.cfg +++ b/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws_photon.cfg @@ -1 +1 @@ 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\ No newline at end of file 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\ No newline at end of file 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a/user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/dataproc_2.0-parquet.json +++ /dev/null @@ -1 +0,0 @@ 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\ 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":"115","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 691af8005..d17cd986b 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 @@ 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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 14ec21817..39973212f 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 @@ -56,54 +56,61 @@ 54,sqlOp_BroadcastExchange,9.207968e-05,0.897503285151117,0.3034000972146485,0.0,1.0,1.0,1.0,1.0 55,sqlOp_Exchange,7.649039e-05,0.9579500657030223,0.20076907391845303,0.0,1.0,1.0,1.0,1.0 56,sqlOp_BroadcastNestedLoopJoin,6.7585526e-05,0.03942181340341656,0.19466029547643685,0.0,0.0,0.0,0.0,1.0 -57,sqlOp_HashAggregatePrefixGroupingSets,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -58,sqlOp_GlobalLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -59,sqlOp_GenerateBloomFilter,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -60,sqlOp_Generate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 -61,sqlOp_Execute 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