| org.apache.spark.ml | 4 sec | 0 | | 0 | | 19 | | 19 | |
| org.apache.spark.ml.ann | 0.87 sec | 0 | | 0 | | 3 | | 3 | |
| org.apache.spark.ml.attribute | 65 ms | 0 | | 0 | | 18 | | 18 | |
| org.apache.spark.ml.classification | 12 min | 0 | | 2 | | 194 | | 196 | |
| org.apache.spark.ml.clustering | 1 min 50 sec | 0 | | 0 | | 59 | | 59 | |
| org.apache.spark.ml.evaluation | 8.1 sec | 0 | | 0 | | 27 | | 27 | |
| org.apache.spark.ml.feature | 3 min 2 sec | 0 | | 0 | | 396 | | 396 | |
| org.apache.spark.ml.fpm | 11 sec | 0 | | 0 | | 11 | | 11 | |
| org.apache.spark.ml.linalg | 92 ms | 0 | | 0 | | 7 | -84 | 7 | -84 |
| org.apache.spark.ml.optim | 3.1 sec | 0 | | 0 | | 12 | | 12 | |
| org.apache.spark.ml.optim.aggregator | 0.96 sec | 0 | | 0 | | 26 | | 26 | |
| org.apache.spark.ml.optim.loss | 96 ms | 0 | | 0 | | 4 | | 4 | |
| org.apache.spark.ml.param | 39 ms | 0 | | 0 | | 10 | | 10 | |
| org.apache.spark.ml.param.shared | 3 ms | 0 | | 0 | | 1 | | 1 | |
| org.apache.spark.ml.python | 0.22 sec | 0 | | 0 | | 3 | | 3 | |
| org.apache.spark.ml.r | 0.16 sec | 0 | | 0 | | 1 | | 1 | |
| org.apache.spark.ml.recommendation | 2 min 20 sec | 0 | | 0 | | 36 | | 36 | |
| org.apache.spark.ml.regression | 5 min 53 sec | 0 | | 3 | | 123 | | 126 | |
| org.apache.spark.ml.source.image | 1.8 sec | 0 | | 0 | | 7 | | 7 | |
| org.apache.spark.ml.source.libsvm | 2.4 sec | 0 | | 0 | | 12 | | 12 | |
| org.apache.spark.ml.stat | 29 sec | 0 | | 1 | | 95 | | 96 | |
| org.apache.spark.ml.tree.impl | 12 sec | 0 | | 0 | | 28 | | 28 | |
| org.apache.spark.ml.tuning | 1 min 23 sec | 0 | | 0 | | 22 | | 22 | |
| org.apache.spark.ml.util | 3.7 sec | 0 | | 0 | | 16 | -6 | 16 | -6 |
| org.apache.spark.mllib.api.python | 14 ms | 0 | | 0 | | 5 | | 5 | |
| org.apache.spark.mllib.classification | 1 min 57 sec | 0 | | 0 | | 46 | | 46 | |
| org.apache.spark.mllib.clustering | 1 min 10 sec | 0 | | 0 | | 64 | | 64 | |
| org.apache.spark.mllib.evaluation | 1.9 sec | 0 | | 0 | | 22 | | 22 | |
| org.apache.spark.mllib.feature | 5.7 sec | 0 | | 0 | | 36 | | 36 | |
| org.apache.spark.mllib.fpm | 6.4 sec | 0 | | 0 | | 21 | | 21 | |
| org.apache.spark.mllib.linalg | 1.6 sec | 0 | | 0 | | 96 | | 96 | |
| org.apache.spark.mllib.linalg.distributed | 19 sec | 0 | | 0 | | 52 | | 52 | |
| org.apache.spark.mllib.optimization | 21 sec | 0 | | 0 | | 13 | | 13 | |
| org.apache.spark.mllib.pmml.export | 87 ms | 0 | | 0 | | 11 | | 11 | |
| org.apache.spark.mllib.random | 12 sec | 0 | | 0 | | 24 | | 24 | |
| org.apache.spark.mllib.rdd | 3.8 sec | 0 | | 0 | | 3 | | 3 | |
| org.apache.spark.mllib.recommendation | 31 sec | 0 | | 0 | | 26 | | 26 | |
| org.apache.spark.mllib.regression | 1 min 2 sec | 0 | | 0 | | 53 | | 53 | |
| org.apache.spark.mllib.stat | 9.7 sec | 0 | | 1 | | 34 | | 35 | |
| org.apache.spark.mllib.stat.distribution | 52 ms | 0 | | 0 | | 5 | | 5 | |
| org.apache.spark.mllib.tree | 24 sec | 0 | | 0 | | 39 | | 39 | |
| org.apache.spark.mllib.util | 15 sec | 0 | | 0 | | 25 | | 25 | |
| org.apache.spark.repl | 1 min 48 sec | 0 | | 0 | | 40 | | 40 | |
| org.apache.spark.sql | 57 min | 0 | | 6 | | 2304 | -444 | 2310 | -444 |
| org.apache.spark.sql.api.r | 76 ms | 0 | | 0 | | 1 | | 1 | |
| org.apache.spark.sql.avro | 59 sec | 0 | | 0 | | 192 | | 192 | |
| org.apache.spark.sql.connector | 1 min 22 sec | 0 | | 0 | | 515 | | 515 | |
| org.apache.spark.sql.execution | 8 min 1 sec | 0 | | 4 | | 544 | | 548 | |
| org.apache.spark.sql.execution.adaptive | 42 sec | 0 | | 0 | | 26 | | 26 | |
| org.apache.spark.sql.execution.aggregate | 0.45 sec | 0 | | 0 | | 1 | | 1 | |
| org.apache.spark.sql.execution.arrow | 4.1 sec | 0 | | 0 | | 35 | | 35 | |
| org.apache.spark.sql.execution.columnar | 40 sec | 0 | | 0 | | 187 | | 187 | |
| org.apache.spark.sql.execution.columnar.compression | 1.8 sec | 0 | | 0 | | 118 | | 118 | |
| org.apache.spark.sql.execution.command | 1 min 0 sec | 0 | | 0 | | 241 | | 241 | |
| org.apache.spark.sql.execution.datasources | 1 min 37 sec | 0 | | 0 | | 233 | | 233 | |
| org.apache.spark.sql.execution.datasources.binaryfile | 3.1 sec | 0 | | 0 | | 9 | | 9 | |
| org.apache.spark.sql.execution.datasources.csv | 3 min 43 sec | 0 | | 0 | | 351 | | 351 | |
| org.apache.spark.sql.execution.datasources.jdbc | 8 ms | 0 | | 0 | | 1 | | 1 | |
| org.apache.spark.sql.execution.datasources.jdbc.connection | 25 ms | 0 | | 0 | | 1 | | 1 | |
| org.apache.spark.sql.execution.datasources.json | 2 min 29 sec | 0 | | 2 | | 336 | | 338 | |
| org.apache.spark.sql.execution.datasources.noop | 1.5 sec | 0 | | 0 | | 6 | | 6 | |
| org.apache.spark.sql.execution.datasources.orc | 4 min 3 sec | 0 | | 1 | | 308 | | 309 | |
| org.apache.spark.sql.execution.datasources.parquet | 9 min 57 sec | 0 | | 5 | | 557 | | 562 | |
| org.apache.spark.sql.execution.datasources.text | 10 sec | 0 | | 0 | | 20 | | 20 | |
| org.apache.spark.sql.execution.datasources.v2 | 0.59 sec | 0 | | 0 | | 61 | | 61 | |
| org.apache.spark.sql.execution.debug | 0.72 sec | 0 | | 0 | | 7 | | 7 | |
| org.apache.spark.sql.execution.history | 55 ms | 0 | | 0 | | 2 | | 2 | |
| org.apache.spark.sql.execution.joins | 35 sec | 0 | | 2 | | 166 | | 168 | |
| org.apache.spark.sql.execution.metric | 14 sec | 0 | | 0 | | 27 | | 27 | |
| org.apache.spark.sql.execution.python | 8.1 sec | 0 | | 0 | | 25 | | 25 | |
| org.apache.spark.sql.execution.streaming | 13 sec | 0 | | 1 | | 54 | | 55 | |
| org.apache.spark.sql.execution.streaming.continuous.shuffle | 90 ms | 0 | | 0 | | 16 | | 16 | |
| org.apache.spark.sql.execution.streaming.sources | 21 sec | 0 | | 0 | | 42 | | 42 | |
| org.apache.spark.sql.execution.streaming.state | 22 sec | 0 | | 0 | | 42 | | 42 | |
| org.apache.spark.sql.execution.ui | 6.2 sec | 0 | | 0 | | 14 | | 14 | |
| org.apache.spark.sql.execution.vectorized | 1 min 7 sec | 0 | | 0 | | 62 | | 62 | |
| org.apache.spark.sql.expressions | 11 ms | 0 | | 0 | | 3 | | 3 | |
| org.apache.spark.sql.hive | 16 min | 0 | | 2 | | 651 | | 653 | |
| org.apache.spark.sql.hive.client | 11 min | 0 | | 0 | | 278 | | 278 | |
| org.apache.spark.sql.hive.execution | 50 min | 0 | | 588 | | 1419 | | 2007 | |
| org.apache.spark.sql.hive.orc | 3 min 23 sec | 0 | | 2 | | 140 | | 142 | |
| org.apache.spark.sql.hive.security | 0.39 sec | 0 | | 0 | | 3 | | 3 | |
| org.apache.spark.sql.hive.thriftserver | 42 min | 0 | -1 | 17 | | 412 | +1 | 429 | |
| org.apache.spark.sql.hive.thriftserver.ui | 8.6 sec | 0 | | 0 | | 7 | | 7 | |
| org.apache.spark.sql.internal | 17 sec | 0 | | 0 | | 70 | | 70 | |
| org.apache.spark.sql.jdbc | 18 sec | 0 | | 1 | | 115 | +1 | 116 | +1 |
| org.apache.spark.sql.kafka010 | 15 min | 0 | | 0 | | 242 | | 242 | |
| org.apache.spark.sql.kafka010.consumer | 3 min 36 sec | 0 | | 0 | | 18 | | 18 | |
| org.apache.spark.sql.kafka010.producer | 0.35 sec | 0 | | 0 | | 4 | | 4 | |
| org.apache.spark.sql.sources | 11 min | 0 | | 4 | | 388 | | 392 | |
| org.apache.spark.sql.streaming | 8 min 28 sec | 0 | | 0 | | 406 | -2 | 406 | -2 |
| org.apache.spark.sql.streaming.continuous | 1 min 0 sec | 0 | | 0 | | 41 | | 41 | |
| org.apache.spark.sql.streaming.sources | 0.56 sec | 0 | | 0 | | 27 | | 27 | |
| org.apache.spark.sql.streaming.test | 8.2 sec | 0 | | 0 | | 26 | | 26 | |
| org.apache.spark.sql.streaming.ui | 5.2 sec | 0 | | 0 | | 7 | | 7 | |
| org.apache.spark.sql.test | 35 sec | 0 | | 0 | | 60 | | 60 | |
| org.apache.spark.sql.util | 2.2 sec | 0 | | 1 | | 7 | -35 | 8 | -35 |
| org.apache.spark.unsafe | 35 ms | 0 | | 0 | | 8 | | 8 | |
| org.apache.spark.unsafe.array | 0 ms | 0 | | 0 | | 1 | | 1 | |
| org.apache.spark.unsafe.hash | 0.27 sec | 0 | | 0 | | 6 | | 6 | |
| org.apache.spark.unsafe.types | 0.47 sec | 0 | | 1 | | 61 | | 62 | |
| pyspark.ml.tests.test_algorithms | 1 min 31 sec | 0 | | 0 | | 15 | +15 | 15 | +15 |
| pyspark.ml.tests.test_base | 11 sec | 0 | | 0 | | 3 | +3 | 3 | +3 |
| pyspark.ml.tests.test_evaluation | 13 sec | 0 | | 0 | | 2 | +2 | 2 | +2 |
| pyspark.ml.tests.test_feature | 29 sec | 0 | | 0 | | 13 | +13 | 13 | +13 |
| pyspark.ml.tests.test_image | 12 sec | 0 | | 0 | | 1 | +1 | 1 | +1 |
| pyspark.ml.tests.test_linalg | 41 sec | 0 | | 0 | | 21 | +21 | 21 | +21 |
| pyspark.ml.tests.test_param | 14 sec | 0 | | 0 | | 25 | +25 | 25 | +25 |
| pyspark.ml.tests.test_persistence | 46 sec | 0 | | 0 | | 13 | +13 | 13 | +13 |
| pyspark.ml.tests.test_pipeline | 4 ms | 0 | | 0 | | 2 | +2 | 2 | +2 |
| pyspark.ml.tests.test_stat | 11 sec | 0 | | 0 | | 1 | +1 | 1 | +1 |
| pyspark.ml.tests.test_training_summary | 30 sec | 0 | | 0 | | 7 | +7 | 7 | +7 |
| pyspark.ml.tests.test_tuning | 1 min 57 sec | 0 | | 0 | | 18 | +18 | 18 | +18 |
| pyspark.ml.tests.test_wrapper | 14 sec | 0 | | 0 | | 2 | +2 | 2 | +2 |
| pyspark.mllib.tests.test_algorithms | 1 min 23 sec | 0 | | 0 | | 11 | +11 | 11 | +11 |
| pyspark.mllib.tests.test_feature | 37 sec | 0 | | 0 | | 9 | +9 | 9 | +9 |
| pyspark.mllib.tests.test_linalg | 1 min 14 sec | 0 | | 0 | | 33 | +33 | 33 | +33 |
| pyspark.mllib.tests.test_stat | 30 sec | 0 | | 0 | | 7 | +7 | 7 | +7 |
| pyspark.mllib.tests.test_streaming_algorithms | 2 min 53 sec | 0 | | 1 | +1 | 12 | +12 | 13 | +13 |
| pyspark.mllib.tests.test_util | 14 sec | 0 | | 0 | | 6 | +6 | 6 | +6 |
| pyspark.sql.tests.test_arrow | 22 sec | 0 | | 0 | | 53 | +53 | 53 | +53 |
| pyspark.sql.tests.test_catalog | 9.6 sec | 0 | | 0 | | 5 | +5 | 5 | +5 |
| pyspark.sql.tests.test_column | 10 sec | 0 | | 0 | | 11 | +11 | 11 | +11 |
| pyspark.sql.tests.test_conf | 28 ms | 0 | | 0 | | 1 | +1 | 1 | +1 |
| pyspark.sql.tests.test_context | 15 sec | 0 | | 0 | | 9 | +9 | 9 | +9 |
| pyspark.sql.tests.test_dataframe | 38 sec | 0 | | 2 | +2 | 33 | +33 | 35 | +35 |
| pyspark.sql.tests.test_datasources | 12 sec | 0 | | 0 | | 12 | +12 | 12 | +12 |
| pyspark.sql.tests.test_functions | 25 sec | 0 | | 0 | | 23 | +23 | 23 | +23 |
| pyspark.sql.tests.test_group | 8.6 sec | 0 | | 0 | | 1 | +1 | 1 | +1 |
| pyspark.sql.tests.test_pandas_cogrouped_map | 27 sec | 0 | | 0 | | 14 | +14 | 14 | +14 |
| pyspark.sql.tests.test_pandas_grouped_map | 39 sec | 0 | | 0 | | 20 | +20 | 20 | +20 |
| pyspark.sql.tests.test_pandas_map | 10 sec | 0 | | 0 | | 6 | +6 | 6 | +6 |
| pyspark.sql.tests.test_pandas_udf | 11 sec | 0 | | 0 | | 6 | +6 | 6 | +6 |
| pyspark.sql.tests.test_pandas_udf_grouped_agg | 1 min 44 sec | 0 | | 0 | | 15 | +15 | 15 | +15 |
| pyspark.sql.tests.test_pandas_udf_scalar | 1 min 15 sec | 0 | | 0 | | 49 | +49 | 49 | +49 |
| pyspark.sql.tests.test_pandas_udf_typehints | 9.1 sec | 0 | | 0 | | 7 | +7 | 7 | +7 |
| pyspark.sql.tests.test_pandas_udf_window | 47 sec | 0 | | 0 | | 14 | +14 | 14 | +14 |
| pyspark.sql.tests.test_readwriter | 24 sec | 0 | | 0 | | 4 | +4 | 4 | +4 |
| pyspark.sql.tests.test_serde | 16 sec | 0 | | 0 | | 11 | +11 | 11 | +11 |
| pyspark.sql.tests.test_session | 26 sec | 0 | | 0 | | 20 | +20 | 20 | +20 |
| pyspark.sql.tests.test_streaming | 26 sec | 0 | | 0 | | 19 | +19 | 19 | +19 |
| pyspark.sql.tests.test_types | 42 sec | 0 | | 0 | | 45 | +45 | 45 | +45 |
| pyspark.sql.tests.test_udf | 49 sec | 0 | | 0 | | 46 | +46 | 46 | +46 |
| pyspark.sql.tests.test_utils | 1.2 sec | 0 | | 0 | | 4 | +4 | 4 | +4 |
| test.org.apache.spark.sql | 57 sec | 0 | | 0 | | 113 | | 113 | |
| test.org.apache.spark.sql.execution.sort | 2 ms | 0 | | 0 | | 10 | | 10 | |
| test.org.apache.spark.sql.streaming | 0.45 sec | 0 | | 0 | | 2 | | 2 | |
