-
Notifications
You must be signed in to change notification settings - Fork 41
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Add support for platform runtime variants, e.g. photon
Signed-off-by: Lee Yang <[email protected]>
- Loading branch information
Showing
21 changed files
with
728 additions
and
516 deletions.
There are no files selected for viewing
2 changes: 1 addition & 1 deletion
2
user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.cfg
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -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":"99"},"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":"0.0407072231","gamma":"0.0526502468","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0407072231","max_bin":"256","max_cat_threshold":"64","max_cat_to_onehot":"4","max_delta_step":"0","max_depth":"6","max_leaves":"0","min_child_weight":"3","min_split_loss":"0.0526502468","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.672449529"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"7.371182E-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]} | ||
{"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":"95"},"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":"0.0461824611","gamma":"0.00909571908","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0461824611","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":"0.00909571908","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.678620815"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"6.0162324E-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]} |
2 changes: 1 addition & 1 deletion
2
user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.json
Large diffs are not rendered by default.
Oops, something went wrong.
208 changes: 104 additions & 104 deletions
208
user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/combined.metrics
Large diffs are not rendered by default.
Oops, something went wrong.
1 change: 1 addition & 0 deletions
1
user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws_photon.cfg
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +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":"92"},"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":"0.0479083359","gamma":"0.00511243986","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0479083359","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":"0.00511243986","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.643989801"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"-6.7159176E-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]} |
1 change: 1 addition & 0 deletions
1
..._tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws_photon.json
Large diffs are not rendered by default.
Oops, something went wrong.
109 changes: 109 additions & 0 deletions
109
...ols/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-aws_photon.metrics
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,109 @@ | ||
,feature,shap_value,mean,std,min,25%,50%,75%,max | ||
0,duration_max,0.14006244,3080.1935483870966,5856.877323993372,91.0,923.25,1433.0,2713.25,56110.0 | ||
1,input_bytesRead_mean,0.13458095,34614190.90219704,41416129.188791394,266261.23312883434,5459412.016398072,16533685.465698259,53804870.10884919,215759776.27180278 | ||
2,executorCPUTime_mean,0.043209687,484.47410865853635,994.2957101996951,5.877256317689531,72.48117724005796,171.84074167017454,510.7692895982264,10856.271753681393 | ||
3,scan_time,0.041987203,702452.7451612903,2614923.258259799,104.0,41115.75,135025.0,427800.75,38566189.0 | ||
4,resultSize_max,0.04143847,367273.03225806454,2247437.485686325,9691.0,13663.5,16271.0,20763.5,33908394.0 | ||
5,duration_mean,0.034973882,859.128933583903,1472.5642216030267,32.6,226.48981733741198,400.2075833084706,850.7909051708319,14227.349397590362 | ||
6,cache_hit_ratio,0.034051064,0.6234281162221763,0.3125084127792779,2.3756618577933566e-05,0.4048859664027882,0.7021331510333857,0.911661358433798,1.0 | ||
7,jvmGCTime_mean,0.027403053,2.9618926687032987,4.020258699557162,0.0,0.5477208341866339,1.5502085984742942,3.7139701928907503,26.954509177972866 | ||
8,executorDeserializeCPUTime_mean,0.026239224,2.0216493797947814,1.5256530305197682,0.7251461988304093,1.4447605367873966,1.7124643649033893,1.9894960130852586,15.96900826446281 | ||
9,numTasks_sum,0.025128856,1155.8451612903225,1236.5684255604363,5.0,369.5,745.0,1542.25,11722.0 | ||
10,scan_bw,0.021517215,1157664.506403393,1384794.4128176263,22989.60626746936,363898.5144438856,693542.2221841079,1377425.7566807903,12673979.523529412 | ||
11,data_size,0.019954376,568346723573.9452,1721345313838.1055,57333908.0,22262058221.5,90621097739.5,371990718621.0,21680680059621.0 | ||
12,input_recordsRead_sum,0.019461706,6926286337.6967745,16944905504.544098,600000.0,372126082.5,1646770012.0,6110635272.5,230401504404.0 | ||
13,duration_min,0.016094457,11.69032258064516,17.504716975731412,0.0,7.0,8.0,9.0,225.0 | ||
14,executorDeserializeTime_mean,0.015520025,3.7019762156661162,9.300108094794437,1.0058479532163742,1.7107390104056064,1.9774027165036006,2.272371614762325,97.46767757382283 | ||
15,shuffle_write_bw,0.015154308,294988.3149564088,206444.54891989162,0.0,142335.9011306867,287941.35018557333,411282.75758824224,1258785.8495575222 | ||
16,shuffle_read_bw,0.012890001,75761848.45416413,1256128268.2786763,0.0,150817.65029961508,488655.9100812153,1342448.866631469,22113997979.0 | ||
17,sw_writeTime_mean,0.012275315,74.21249570226658,299.6079575558875,0.0,0.32014410156611994,2.9045399304817834,24.63743722003529,3606.1337732453508 | ||
18,sw_bytesWrittenRatio,0.011272786,0.5648668864092706,1.3161095570909536,3.800158290722679e-07,0.00440722715697505,0.15641603032642426,0.6834818879961551,18.780553045389944 | ||
19,sr_localBlocksFetched_sum,0.011211232,16988.609677419354,25018.356493130832,0.0,310.5,7484.5,24031.5,142772.0 | ||
20,peakExecutionMemory_max,0.0087119,422880427.65806454,402352807.44425225,157630402.0,210582455.25,304087040.0,453001400.0,3751805616.0 | ||
21,sr_localBytesReadRatio,0.0071209455,0.11763505588045406,0.2532205881427819,0.0,0.0009792636137592992,0.032991256423365936,0.12053135013917013,2.359115013482412 | ||
22,sr_fetchWaitTime_mean,0.007046126,16.171628372914686,49.85360041382992,0.0,0.06290047980188826,3.6375977178161643,12.382437359981768,442.2783443311338 | ||
23,resultSerializationTime_sum,0.0064597297,20.838709677419356,39.54449116503082,0.0,0.0,1.5,25.0,274.0 | ||
24,sr_localBytesRead_mean,0.005510994,2092517.811769234,4949978.624893702,0.0,23510.989846290275,251194.81541218638,1207058.518057883,30924005.30712166 | ||
25,sqlOp_Filter,0.0047572316,0.47096774193548385,0.4999634604040792,0.0,0.0,0.0,1.0,1.0 | ||
26,sr_remoteBytesReadRatio,0.0043254285,0.5115392745227606,1.1868052697969418,3.3181050622420564e-07,0.004988142514446131,0.1524366852830112,0.5779331591564784,16.50332895234871 | ||
27,executorRunTime_mean,0.004211736,843.4557617191201,1472.0381565091477,17.407942238267147,204.14190042775138,382.83865152638316,837.6448190197581,14216.539491298527 | ||
28,sw_recordsWritten_sum,0.0037900943,1598284434.735484,4325298137.228029,264.0,1418011.5,80786347.0,926538005.75,40948492132.0 | ||
29,sqlOp_Sort,0.0032170527,0.27419354838709675,0.4468282627569248,0.0,0.0,0.0,1.0,1.0 | ||
30,duration_sum,0.0025737504,1303312.477419355,2860079.6431399835,163.0,97331.0,328116.0,1057554.75,27072068.0 | ||
31,sw_bytesWritten_mean,0.0024944714,11694414.49800359,28993820.0534498,49.335949496672924,67474.51700024115,1251171.401178395,6400153.625044058,211482650.29994002 | ||
32,sr_totalBytesRead_mean,0.0024405525,12403915.718996564,29902823.960300017,58.76623376623377,161124.53418283595,1545843.0242091469,7775367.934015937,211484163.58068386 | ||
33,sqlOp_TakeOrderedAndProject,0.0022190462,0.6387096774193548,0.4811511408013016,0.0,0.0,1.0,1.0,1.0 | ||
34,sr_totalBytesReadRatio,0.0020870825,0.6291743304032147,1.3628151304257985,3.800158290722679e-07,0.006041410216258603,0.2122817799381812,0.7754056426179594,18.862443965831122 | ||
35,sr_remoteBytesRead_mean,0.0019125614,10311397.907227328,25904396.59503362,51.311688311688314,134832.20991280992,1168469.420949517,5610163.5331268115,185061465.67966408 | ||
36,sqlOp_Window,0.0018732079,0.12580645161290321,0.3321672892517517,0.0,0.0,0.0,0.0,1.0 | ||
37,sqlOp_AQEShuffleRead,0.0017430767,0.7806451612903226,0.41447854308610055,0.0,1.0,1.0,1.0,1.0 | ||
38,sr_remoteBlocksFetched_sum,0.0012814552,117736.82903225806,172191.79281083873,3.0,1697.75,52133.5,165851.75,999894.0 | ||
39,sqlOp_Subquery,0.00110424,0.25806451612903225,0.4382771459540444,0.0,0.0,0.0,1.0,1.0 | ||
40,sqlOp_SortMergeJoin,0.00069089007,0.535483870967742,0.4995456752050157,0.0,0.0,1.0,1.0,1.0 | ||
41,sqlOp_GenerateBloomFilter,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
42,sqlOp_LocalLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
43,sqlOp_ObjectHashAggregate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
44,sqlOp_GlobalLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
45,sqlOp_Generate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
46,sqlOp_HashAggregate,0.0,0.9903225806451613,0.09805499648850532,0.0,1.0,1.0,1.0,1.0 | ||
47,sqlOp_MapElements,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
48,sqlOp_LocalTableScan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
49,sqlOp_Expand,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
50,sqlOp_HashAggregatePrefixGroupingSets,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
51,sqlOp_Scan parquet ,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0 | ||
52,sqlOp_ReusedSort,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
53,sqlOp_OutputAdapter,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
54,sqlOp_Scan json ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
55,sqlOp_WindowGroupLimit,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
56,sqlOp_SubqueryOutputBroadcast,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
57,sqlOp_SubqueryBroadcast,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
58,sqlOp_SortAggregate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
59,sqlOp_SerializeFromObject,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
60,sqlOp_Scan text ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
61,sqlOp_Scan orc ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
62,sqlOp_Scan csv ,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
63,sqlOp_PartialWindow,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
64,sqlOp_Scan OneRowRelation,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
65,sqlOp_Scan JDBCRelation,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
66,sqlOp_Scan ExistingRDD Delta Table State,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
67,sqlOp_Scan ExistingRDD Delta Table Checkpoint,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
68,sqlOp_RunningWindowFunction,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
69,sqlOp_CustomShuffleReader,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
70,sqlOp_Project,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0 | ||
71,sqlOp_DeserializeToObject,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
72,platform_dataproc,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
73,sqlOp_CommandResult,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
74,executorOffHeap,0.0,35262.0,0.0,35262.0,35262.0,35262.0,35262.0,35262.0 | ||
75,diskBytesSpilledRatio,0.0,0.008646349817617971,0.11400204273633267,0.0,0.0,0.0,0.0,1.8994929430148348 | ||
76,decode_time,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
77,sqlOp_Exchange,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0 | ||
78,sqlOp_Execute InsertIntoHadoopFsRelationCommand,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
79,taskGpu,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
80,taskCpu,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0 | ||
81,numGpusPerExecutor,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
82,input_bytesReadRatio,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0 | ||
83,executorMemory,0.0,11754.0,0.0,11754.0,11754.0,11754.0,11754.0,11754.0 | ||
84,maxOffHeapMem,0.0,36974886912.0,0.0,36974886912.0,36974886912.0,36974886912.0,36974886912.0,36974886912.0 | ||
85,maxOnHeapMem,0.0,6384569548.0,0.0,6384569548.0,6384569548.0,6384569548.0,6384569548.0,6384569548.0 | ||
86,maxMem,0.0,43359456460.0,0.0,43359456460.0,43359456460.0,43359456460.0,43359456460.0,43359456460.0 | ||
87,executorCores,0.0,16.0,0.0,16.0,16.0,16.0,16.0,16.0 | ||
88,numExecutors,0.0,8.0,0.0,8.0,8.0,8.0,8.0,8.0 | ||
89,memoryBytesSpilledRatio,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
90,output_bytesWrittenRatio,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
91,sqlOp_ColumnarToRow,0.0,1.0,0.0,1.0,1.0,1.0,1.0,1.0 | ||
92,platform_emr,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
93,sqlOp_CartesianProduct,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
94,sqlOp_BroadcastNestedLoopJoin,0.0,0.03870967741935484,0.1932140342025925,0.0,0.0,0.0,0.0,1.0 | ||
95,sqlOp_BroadcastHashJoin,0.0,0.9290322580645162,0.2571861028762713,0.0,1.0,1.0,1.0,1.0 | ||
96,sqlOp_BroadcastExchange,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
97,sqlOp_BatchEvalPython,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
98,platform_onprem,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
99,platform_databricks-azure,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
100,sr_remoteBytesReadToDiskRatio,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
101,platform_databricks-aws,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
102,output_recordsWritten_sum,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
103,sr_remoteBytesReadToDisk_mean,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
104,output_bytesWritten_mean,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
105,memoryBytesSpilled_mean,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 | ||
106,diskBytesSpilled_mean,0.0,508837.0986981265,6334276.584243264,0.0,0.0,0.0,0.0,105076448.0334672 | ||
107,sqlOp_WindowSort,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 |
2 changes: 1 addition & 1 deletion
2
user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-azure.cfg
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -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":"99"},"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":"0.036102999","gamma":"0.00912368763","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.036102999","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":"4","min_split_loss":"0.00912368763","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.603316069"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"6.2244874E-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]} | ||
{"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":"96"},"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":"0.0431683473","gamma":"0.00687538367","grow_policy":"depthwise","interaction_constraints":"","lambda":"1","learning_rate":"0.0431683473","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":"3","min_split_loss":"0.00687538367","monotone_constraints":"()","refresh_leaf":"1","reg_alpha":"0","reg_lambda":"1","sampling_method":"uniform","sketch_ratio":"2","sparse_threshold":"0.20000000000000001","subsample":"0.601921976"},"updater":[{"hist_train_param":{"debug_synchronize":"0","max_cached_hist_node":"65536"},"name":"grow_quantile_histmaker"}]},"learner_model_param":{"base_score":"6.2244874E-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]} |
2 changes: 1 addition & 1 deletion
2
user_tools/src/spark_rapids_pytools/resources/qualx/models/xgboost/databricks-azure.json
Large diffs are not rendered by default.
Oops, something went wrong.
Oops, something went wrong.