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Posted to dev@beam.apache.org by Apache Jenkins Server <je...@builds.apache.org> on 2023/05/09 11:56:19 UTC
Beam Metrics Report (2023-05-07)
# Beam Metrics Report
Color legend: >= 20 | >= 10 | <= -10 | <= -20
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## Possible regression
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
avroioit_results | write_time | - | 120.02 | 133.75 | 11.43 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | read_time | - | 105.13 | 162.38 | 54.46 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_combine_4 | dataflow_runtime | - | 110.97 | 142.53 | 28.44 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_gbk_1 | dataflow_runtime | - | 399.36 | 462.75 | 15.87 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
hadoopformatioit_results | read_time | - | 14.42 | 16.04 | 11.25 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_gbk_2 | dataflow_v2_java11_runtime_sec | - | 44.01 | 49.16 | 11.7 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_runtime_sec | - | 10.67 | 15.28 | 43.2 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 31.95 | 71.44 |
123.59 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | sparkstructuredstreaming_runtime_sec | - | 40.37 | 45.65 |
13.09 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_3 | sparkstructuredstreaming_runtime_sec | - | 14.38 | 15.88
| 10.46 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 3049.04 |
3609.37 | 18.38 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 366.01 | 509.12
| 39.1 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_gbk_1 | dataflow_v2_java17_runtime_sec | - | 940.92 | 1048.94 |
11.48 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java11_runtime_sec | - | 66.87 | 108.87 |
62.83 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java17_runtime_sec | - | 57.95 | 81.82 |
41.2 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java17_runtime_sec | - | 201.8 | 228.91 |
13.43 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java17_runtime_sec | - | 207.76 | 251.32 |
20.96 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 67.29 | 76.4 |
13.55 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_5 | python_dataflow_batch_gbk_5_runtime | - | 60.43 | 71.75 |
18.74 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_3 | python_flink_batch_pardo_3_runtime | - | 746.57 | 867.8
| 16.24 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_flink_batch_pardo_4_runtime | - | 2429.0 |
2870.6 | 18.18 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
3.14 | 3.5 | 11.36 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_4 | python_dataflow_batch_sideinput_4_runtime | - |
27.71 | 30.83 | 11.25 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - |
2.57 | 2.83 | 10.19 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_kafkaio_results | read_runtime | - | 231.14 | 400.8 | 73.4 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spannerio_read_2GB_results | pyspanner_read_2GB_results_runtime | - |
21.29 | 23.67 | 11.19 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
334.0 | 383.33 | 14.77 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_3 | python_dataflow_streaming_cogbk_3_runtime | - |
417.67 | 474.0 | 13.49 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
310.83 | 357.67 | 15.07 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 539.0 |
657.0 | 21.89 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_flink_streaming_pardo_5_runtime | - | 301.43
| 374.0 | 24.08 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
2803.14 | 3487.17 | 24.4 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
textioit_hdfs_results | read_time | - | 14.21 | 15.83 | 11.42 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | write_time | - | 31.47 | 36.56 | 16.2 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_hdfs_results | write_time | - | 25.61 | 52.29 | 104.22 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_10_streaming | RuntimeMs | DataflowRunner | 114630.93 | 129857.92 |
13.28 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_batch | RuntimeMs | DataflowRunner | 19626.56 | 26364.13 | 34.33 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_streaming | RuntimeMs | DirectRunner | 143547.37 | 160680.05 |
11.94 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_batch | RuntimeMs | DirectRunner | 226.26 | 273.9 | 21.06 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | DataflowRunner | 49558.14 | 58210.41
| 17.46 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | DataflowRunner | 49167.46 | 60762.82 | 23.58 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_batch | RuntimeMs | DataflowRunner | 109804.75 | 139735.68 |
27.26 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_7_sql_batch | RuntimeMs | DirectRunner | 493505.67 | 1137994.24 |
130.59 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 2680146.67 | 4276568.35 |
59.56 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | FlinkRunner | 1295.33 | 1442.3 | 11.35 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | DirectRunner | 775.04 | 865.56 | 11.68 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_streaming | RuntimeMs | DataflowRunner | 64824.67 | 76478.29 | 17.98
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
tpcds_query38_Calcite_1GB | RuntimeMs | FlinkRunner | 21544.34 | 25549.67 |
18.59 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query69_Calcite_1GB | RuntimeMs | DataflowRunner | 380661.36 | 421847.23
| 10.82 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query96_Calcite_1GB | RuntimeMs | DataflowRunner | 329581.11 | 367873.0
| 11.62 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
## Possible improvement
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
go_batch_gbk_2 | dataflow_runtime | - | 148.73 | 104.73 | -29.58 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | dataflow_runtime | - | 140.82 | 103.07 | -26.8 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_sideinput_3 | dataflow_runtime | - | 3.15 | 2.78 | -11.83 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
java_batch_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 57.5 | 50.1 | -12.87
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 56.0 | 49.93 |
-10.85 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_runtime_sec | - | 61.95 | 50.05 | -19.2 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 57.68 | 51.6 |
-10.54 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | sparkstructuredstreaming_runtime_sec | - | 77.3 | 64.79 |
-16.19 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 20.34 | 17.75 |
-12.76 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_runtime_sec | - | 28.06 | 19.04 | -32.13 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 23.7 | 19.7 | -16.87
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 22.54 | 18.38 |
-18.47 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_4 | dataflow_runtime_sec | - | 72.54 | 37.8 | -47.89 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | dataflow_runtime_sec | - | 70.78 | 33.86 | -52.16 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 295.68 | 252.39
| -14.64 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 64.43 | 51.1 |
-20.68 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java17_runtime_sec | - | 22.35 | 17.56 | -21.44
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 9.96 | 7.9 |
-20.71 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 36.73 | 24.71 | -32.73 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java17_runtime_sec | - | 85.64 | 24.77 | -71.08
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 60.22 | 51.68 |
-14.17 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_runtime_sec | - | 29.2 | 25.33 | -13.28 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java17_runtime_sec | - | 93.34 | 25.74 | -72.43
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_runtime_sec | - | 50.24 | 44.78 | -10.85 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java17_runtime_sec | - | 32.39 | 29.07 | -10.26
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_runtime_sec | - | 68.27 | 49.92 | -26.88 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java17_runtime_sec | - | 51.42 | 39.35 | -23.48
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 19.57 | 15.18
| -22.45 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java17_runtime_sec | - | 18.4 | 14.69 |
-20.13 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | sparkstructuredstreaming_runtime_sec | - | 43.97 | 33.9 |
-22.91 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_gbk_2 | dataflow_v2_java11_runtime_sec | - | 2751.72 | 2417.48
| -12.15 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java17_runtime_sec | - | 707.21 | 611.37 |
-13.55 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java11_runtime_sec | - | 774.37 | 551.12 |
-28.83 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java17_runtime_sec | - | 605.42 | 516.64 |
-14.66 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java11_runtime_sec | - | 172.68 | 144.31 |
-16.43 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java11_runtime_sec | - | 240.14 | 216.02 |
-10.04 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
kafkaioit_results | read_time | - | 662.86 | 379.14 | -42.8 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | read_time | - | 107.54 | 92.41 | -14.07 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 271.14 |
243.2 | -10.31 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_4 | python_dataflow_batch_combine_4_runtime | - | 35.33 |
31.33 | -11.32 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 31.67 |
27.0 | -14.74 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_flink_batch_combine_5_runtime | - | 219.14 |
169.8 | -22.52 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 23.0 | 20.6 |
-10.43 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - | 3.0
| 2.67 | -11.11 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 107.14 |
96.4 | -10.03 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 660.33
| 589.0 | -10.8 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
285.86 | 250.33 | -12.43 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
textioit_results | write_time | - | 53.42 | 33.81 | -36.71 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_3_sql_batch | RuntimeMs | DataflowRunner | 35908.57 | 27162.41 |
-24.36 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_5_batch | RuntimeMs | DataflowRunner | 34238.11 | 30188.61 | -11.83 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | DataflowRunner | 56525.0 | 27245.23 | -51.8 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_batch | RuntimeMs | DataflowRunner | 31762.91 | 21868.42 | -31.15 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
## All metrics
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
avroioit_hdfs_results | read_time | - | 84.0 | 85.72 | 2.05 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_hdfs_results | write_time | - | 127.74 | 127.49 | -0.2 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | read_time | - | 87.52 | 89.73 | 2.53 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | write_time | - | 120.02 | 133.75 | 11.43 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | avro_write_time | - | 37.92 | 34.72 |
-8.45 | [[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | read_time | - | 41.15 | 42.76 | 3.91 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | read_time | - | 40.48 | 40.29 | -0.48 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | write_time | - | 56.94 | 55.61 | -2.35 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | read_time | - | 41.42 | 40.69 | -1.78 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | write_time | - | 207.52 | 226.78 | 9.28 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | read_time | - | 17.6 | 16.79 | -4.6 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | write_time | - | 25.71 | 26.04 | 1.28 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | read_time | - | 105.13 | 162.38 | 54.46 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | write_time | - | 214.65 | 223.92 | 4.32 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | read_time | - | 137.55 | 132.11 | -3.96 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | write_time | - | 241.19 | 248.2 | 2.91 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_cogbk_1 | dataflow_runtime | - | 254.42 | 275.65 | 8.34 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_2 | dataflow_runtime | - | 146.4 | 146.73 | 0.23 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_3 | dataflow_runtime | - | 116.23 | 115.01 | -1.05 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_4 | dataflow_runtime | - | 114.94 | 113.76 | -1.03 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_combine_1 | dataflow_runtime | - | 441.76 | 443.04 | 0.29 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_4 | dataflow_runtime | - | 110.97 | 142.53 | 28.44 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_5 | dataflow_runtime | - | 68.33 | 68.71 | 0.56 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_gbk_1 | dataflow_runtime | - | 399.36 | 462.75 | 15.87 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_2 | dataflow_runtime | - | 148.73 | 104.73 | -29.58 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_3 | dataflow_runtime | - | 24.91 | 25.7 | 3.17 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_4 | dataflow_runtime | - | 52.63 | 53.6 | 1.86 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | dataflow_runtime | - | 45.79 | 43.39 | -5.25 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | dataflow_runtime | - | 140.82 | 103.07 | -26.8 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_7 | dataflow_runtime | - | 112.31 | 108.78 | -3.14 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_pardo_1 | dataflow_runtime | - | 84.55 | 84.59 | 0.05 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_1 | flink_runtime | - | 395.14 | 395.87 | 0.18 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | dataflow_runtime | - | 659.36 | 676.4 | 2.58 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | flink_runtime | - | 3246.76 | 3271.58 | 0.76 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | dataflow_runtime | - | 64.84 | 64.44 | -0.61 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | flink_runtime | - | 276.3 | 276.27 | -0.01 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | dataflow_runtime | - | 67.04 | 69.04 | 2.98 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | flink_runtime | - | 312.4 | 310.66 | -0.56 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_sideinput_3 | dataflow_runtime | - | 3.15 | 2.78 | -11.83 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_4 | dataflow_runtime | - | 250.37 | 231.5 | -7.54 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
hadoopformatioit_results | read_time | - | 14.42 | 16.04 | 11.25 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
hadoopformatioit_results | write_time | - | 26.77 | 25.15 | -6.04 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_cogbk_1 | dataflow_runtime_sec | - | 52.14 | 49.76 | -4.58 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 57.5 | 50.1 | -12.87
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 56.0 | 49.93 |
-10.85 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | sparkstructuredstreaming_runtime_sec | - | 66.83 | 72.09
| 7.88 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_runtime_sec | - | 61.95 | 50.05 | -19.2 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 57.68 | 51.6 |
-10.54 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 54.0 | 49.82 | -7.73
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | sparkstructuredstreaming_runtime_sec | - | 77.3 | 64.79 |
-16.19 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_runtime_sec | - | 21.34 | 20.11 | -5.75 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 20.34 | 17.75 |
-12.76 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 20.56 | 18.86 |
-8.26 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 13.54 | 13.85
| 2.33 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_runtime_sec | - | 28.06 | 19.04 | -32.13 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 23.7 | 19.7 | -16.87
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 22.54 | 18.38 |
-18.47 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 13.31 | 12.75
| -4.21 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_1 | dataflow_runtime_sec | - | 73.61 | 74.41 | 1.08 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_1 | sparkstructuredstreaming_runtime_sec | - | 255.1 |
243.04 | -4.73 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_4 | dataflow_runtime_sec | - | 72.54 | 37.8 | -47.89 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_4 | sparkstructuredstreaming_runtime_sec | - | 64.12 |
59.32 | -7.48 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | dataflow_runtime_sec | - | 70.78 | 33.86 | -52.16 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | sparkstructuredstreaming_runtime_sec | - | 62.19 |
59.16 | -4.87 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_gbk_1 | dataflow_runtime_sec | - | 135.47 | 139.28 | 2.81 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java11_runtime_sec | - | 93.83 | 93.4 | -0.46 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java17_runtime_sec | - | 100.99 | 93.74 | -7.18
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 295.68 | 252.39
| -14.64 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_runtime_sec | - | 42.24 | 43.56 | 3.11 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java11_runtime_sec | - | 44.01 | 49.16 | 11.7 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java17_runtime_sec | - | 97.18 | 97.02 | -0.16
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 64.43 | 51.1 |
-20.68 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_runtime_sec | - | 10.67 | 15.28 | 43.2 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java11_runtime_sec | - | 17.0 | 15.77 | -7.22 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java17_runtime_sec | - | 22.35 | 17.56 | -21.44
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 9.96 | 7.9 |
-20.71 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 36.73 | 24.71 | -32.73 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java11_runtime_sec | - | 25.99 | 24.91 | -4.16
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java17_runtime_sec | - | 85.64 | 24.77 | -71.08
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 60.22 | 51.68 |
-14.17 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_runtime_sec | - | 29.2 | 25.33 | -13.28 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java11_runtime_sec | - | 25.82 | 26.7 | 3.41 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java17_runtime_sec | - | 93.34 | 25.74 | -72.43
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 52.74 | 54.2 |
2.77 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_runtime_sec | - | 50.24 | 44.78 | -10.85 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java11_runtime_sec | - | 29.73 | 28.71 | -3.4 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java17_runtime_sec | - | 32.39 | 29.07 | -10.26
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 31.95 | 71.44 |
123.59 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_runtime_sec | - | 68.27 | 49.92 | -26.88 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java11_runtime_sec | - | 45.43 | 41.22 | -9.28
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java17_runtime_sec | - | 51.42 | 39.35 | -23.48
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | sparkstructuredstreaming_runtime_sec | - | 40.37 | 45.65 |
13.09 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | dataflow_runtime_sec | - | 26.29 | 27.58 | 4.92 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java11_runtime_sec | - | 16.11 | 15.76 |
-2.18 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java17_runtime_sec | - | 16.8 | 16.77 | -0.14
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 19.57 | 15.18
| -22.45 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_runtime_sec | - | 216.06 | 218.77 | 1.25 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java11_runtime_sec | - | 56.41 | 57.0 | 1.04
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java17_runtime_sec | - | 55.86 | 55.76 |
-0.16 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | sparkstructuredstreaming_runtime_sec | - | 90.37 | 86.56
| -4.21 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 18.21 | 16.84 | -7.54 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java11_runtime_sec | - | 17.77 | 17.05 |
-4.05 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java17_runtime_sec | - | 18.4 | 14.69 |
-20.13 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | sparkstructuredstreaming_runtime_sec | - | 14.38 | 15.88
| 10.46 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 34.21 | 33.79 | -1.23 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java11_runtime_sec | - | 27.33 | 28.16 | 3.03
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java17_runtime_sec | - | 26.42 | 27.65 | 4.63
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | sparkstructuredstreaming_runtime_sec | - | 43.97 | 33.9 |
-22.91 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_1 | dataflow_runtime_sec | - | 865.6 | 871.3 | 0.66 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 3099.37 |
3234.63 | 4.36 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 2383.51 |
2528.85 | 6.1 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_runtime_sec | - | 890.64 | 861.3 | -3.29 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 3049.04 |
3609.37 | 18.38 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 3241.25 |
2920.78 | -9.89 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_runtime_sec | - | 123.9 | 117.0 | -5.57 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 366.01 | 509.12
| 39.1 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 363.49 | 343.2 |
-5.58 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_runtime_sec | - | 118.34 | 119.78 | 1.21 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 361.73 | 328.98
| -9.06 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 400.11 | 418.53
| 4.6 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_combine_1 | dataflow_runtime_sec | - | 487.06 | 500.17 | 2.69 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_4 | dataflow_runtime_sec | - | 308.23 | 307.7 | -0.17 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_5 | dataflow_runtime_sec | - | 312.92 | 313.84 | 0.29 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_gbk_1 | dataflow_runtime_sec | - | 646.07 | 611.38 | -5.37 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java11_runtime_sec | - | 966.99 | 1034.85 |
7.02 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java17_runtime_sec | - | 940.92 | 1048.94 |
11.48 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_runtime_sec | - | 765.61 | 790.2 | 3.21 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java11_runtime_sec | - | 2751.72 | 2417.48
| -12.15 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java17_runtime_sec | - | 3113.68 | 3302.7 |
6.07 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_runtime_sec | - | 25.45 | 24.15 | -5.11 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java11_runtime_sec | - | 66.87 | 108.87 |
62.83 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java17_runtime_sec | - | 57.95 | 81.82 |
41.2 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_runtime_sec | - | 293.76 | 298.47 | 1.6 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java11_runtime_sec | - | 584.49 | 628.04 |
7.45 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java17_runtime_sec | - | 707.21 | 611.37 |
-13.55 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_runtime_sec | - | 295.92 | 284.5 | -3.86 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java11_runtime_sec | - | 774.37 | 551.12 |
-28.83 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java17_runtime_sec | - | 605.42 | 516.64 |
-14.66 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_runtime_sec | - | 75.5 | 75.62 | 0.17 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java11_runtime_sec | - | 172.68 | 144.31 |
-16.43 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java17_runtime_sec | - | 201.8 | 228.91 |
13.43 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_runtime_sec | - | 132.56 | 119.41 | -9.92 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java11_runtime_sec | - | 240.14 | 216.02 |
-10.04 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java17_runtime_sec | - | 207.76 | 251.32 |
20.96 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_1 | dataflow_runtime_sec | - | 21.32 | 20.55 | -3.62 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java11_runtime_sec | - | 26.65 | 29.05 |
9.01 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java17_runtime_sec | - | 22.53 | 21.9 |
-2.81 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_runtime_sec | - | 228.15 | 220.31 | -3.44 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java11_runtime_sec | - | 91.03 | 86.04 |
-5.48 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java17_runtime_sec | - | 84.61 | 82.29 |
-2.74 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_runtime_sec | - | 13.89 | 13.65 | -1.72 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java11_runtime_sec | - | 25.84 | 25.52 |
-1.27 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java17_runtime_sec | - | 21.82 | 22.22 |
1.83 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_runtime_sec | - | 34.05 | 33.7 | -1.02 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java11_runtime_sec | - | 41.07 | 41.89 |
2.01 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java17_runtime_sec | - | 35.52 | 38.09 |
7.25 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
jdbcioit_results | read_time | - | 23.4 | 25.38 | 8.44 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
jdbcioit_results | write_time | - | 42.06 | 40.74 | -3.12 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | read_time | - | 662.86 | 379.14 | -42.8 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | write_time | - | 183.4 | 172.62 | -5.88 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | read_time | - | 1215.74 | 1264.94 | 4.05 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | write_time | - | 162.34 | 169.02 | 4.11 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | read_time | - | 14.26 | 14.55 | 2.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | write_time | - | 73.84 | 80.76 | 9.38 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | read_time | - | 21.08 | 20.8 | -1.31 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | write_time | - | 69.85 | 63.94 | -8.45 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | read_time | - | 37.96 | 37.83 | -0.36 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | write_time | - | 57.25 | 57.87 | 1.08 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | read_time | - | 82.58 | 89.85 | 8.8 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | write_time | - | 141.21 | 153.91 | 9.0 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | read_time | - | 107.54 | 92.41 | -14.07 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | write_time | - | 162.8 | 150.36 | -7.64 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_cogbk_1 | python_dataflow_batch_cogbk_1_runtime | - | 375.86 |
352.6 | -6.19 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 271.14 |
243.2 | -10.31 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_3 | python_dataflow_batch_cogbk_3_runtime | - | 215.57 |
220.6 | 2.33 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_4 | python_dataflow_batch_cogbk_4_runtime | - | 211.29 |
206.2 | -2.41 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_1 | python_dataflow_batch_combine_1_runtime | - | 798.57
| 787.67 | -1.37 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_1 | python_flink_batch_combine_1_runtime | - | 5447.14 |
5371.17 | -1.39 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_4 | python_dataflow_batch_combine_4_runtime | - | 35.33 |
31.33 | -11.32 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_4 | python_flink_batch_combine_4_runtime | - | 205.71 |
203.5 | -1.08 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 31.67 |
27.0 | -14.74 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_flink_batch_combine_5_runtime | - | 219.14 |
169.8 | -22.52 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_1 | python_dataflow_batch_gbk_1_runtime | - | 1381.86 |
1386.4 | 0.33 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_2 | python_dataflow_batch_gbk_2_runtime | - | 248.57 | 251.6
| 1.22 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 23.0 | 20.6 |
-10.43 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 67.29 | 76.4 |
13.55 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_5 | python_dataflow_batch_gbk_5_runtime | - | 60.43 | 71.75 |
18.74 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_6 | python_dataflow_batch_gbk_6_runtime | - | 229.86 | 218.33
| -5.01 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_7 | python_dataflow_batch_gbk_7_runtime | - | 250.5 | 234.5 |
-6.39 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 143.14 |
138.83 | -3.01 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_1 | python_flink_batch_pardo_1_runtime | - | 920.0 | 979.8
| 6.5 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_2 | python_dataflow_batch_pardo_2_runtime | - | 1372.86 |
1365.83 | -0.51 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 126.71 |
128.17 | 1.15 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_flink_batch_pardo_3_runtime | - | 746.57 | 867.8
| 16.24 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_dataflow_batch_pardo_4_runtime | - | 333.71 |
319.67 | -4.21 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_flink_batch_pardo_4_runtime | - | 2429.0 |
2870.6 | 18.18 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_1 | python_dataflow_batch_sideinput_1_runtime | - |
2.43 | 2.33 | -3.92 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_10 | python_dataflow_batch_sideinput_10_runtime | - |
802.14 | 808.2 | 0.76 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_2 | python_dataflow_batch_sideinput_2_runtime | - |
2.71 | 2.5 | -7.89 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
3.14 | 3.5 | 11.36 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_4 | python_dataflow_batch_sideinput_4_runtime | - |
27.71 | 30.83 | 11.25 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - | 3.0
| 2.67 | -11.11 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - |
2.57 | 2.83 | 10.19 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_7 | python_dataflow_batch_sideinput_7_runtime | - |
111.57 | 111.67 | 0.09 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_8 | python_dataflow_batch_sideinput_8_runtime | - |
108.57 | 113.0 | 4.08 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_9 | python_dataflow_batch_sideinput_9_runtime | - |
817.57 | 897.8 | 9.81 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 107.14 |
96.4 | -10.03 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_bqio_write_10GB_results | bqio_write_10GB_results_runtime | - | 250.29
| 248.0 | -0.91 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_direct_microbenchmarks | fn_api_runner_microbenchmark_runtime_sec | - |
592.78 | 586.56 | -1.05 |
python_direct_microbenchmarks | teststream_microbenchmark_runtime_sec | - |
375.25 | 379.21 | 1.06 |
python_kafkaio_results | read_runtime | - | 231.14 | 400.8 | 73.4 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_kafkaio_results | write_runtime | - | 392.57 | 394.4 | 0.47 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_read_runtime | - | 99.86 | 97.83 |
-2.03 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 104.14 | 97.17 |
-6.7 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spanner_write_2GB_results | pyspanner_write_2GB_results_runtime | - |
1789.0 | 1796.8 | 0.44 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spannerio_read_2GB_results | pyspanner_read_2GB_results_runtime | - |
21.29 | 23.67 | 11.19 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_cogbk_1 | python_dataflow_streaming_cogbk_1_runtime | - |
716.17 | 732.5 | 2.28 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
334.0 | 383.33 | 14.77 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_3 | python_dataflow_streaming_cogbk_3_runtime | - |
417.67 | 474.0 | 13.49 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
310.83 | 357.67 | 15.07 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 66.57 |
62.2 | -6.57 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 539.0 |
657.0 | 21.89 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 660.33
| 589.0 | -10.8 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
285.86 | 250.33 | -12.43 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_1 | python_flink_streaming_pardo_5_runtime | - | 301.43
| 374.0 | 24.08 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
2803.14 | 3487.17 | 24.4 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_flink_streaming_pardo_2_runtime | - |
11925.86 | 12440.25 | 4.31 | [[1]](http://metrics.beam.apache.org/d/MOi-
kf3Zk)
python_streaming_pardo_3 | python_dataflow_streaming_pardo_3_runtime | - |
151.57 | 155.6 | 2.66 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_flink_streaming_pardo_3_runtime | - | 414.29
| 425.5 | 2.71 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
521.17 | 526.0 | 0.93 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_flink_streaming_pardo_4_runtime | - | 977.57
| 1008.75 | 3.19 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_6 | python_flink_streaming_pardo_6_runtime | - | 554.14
| 499.25 | -9.91 |
python_textio_1GB_results | read_runtime | - | 88.75 | 91.11 | 2.66 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_textio_1GB_results | write_runtime | - | 201.12 | 210.56 | 4.69 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
singlestoreioit_results | read_time | - | 97.22 | 97.17 | -0.04 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
singlestoreioit_results | write_time | - | 27.23 | 27.98 | 2.76 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | read_time | - | 14.21 | 15.83 | 11.42 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | write_time | - | 31.47 | 36.56 | 16.2 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | read_time | - | 18.08 | 17.46 | -3.45 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | write_time | - | 53.42 | 33.81 | -36.71 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | read_time | - | 24.53 | 23.83 | -2.87 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | write_time | - | 28.23 | 28.01 | -0.79 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
wordcount_py37_results | runtime | - | 858.92 | 822.23 | -4.27 |
[[1]](http://metrics.beam.apache.org/d/1cnwVDkGk)
xmlioit_hdfs_results | read_time | - | 21.26 | 19.41 | -8.7 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_hdfs_results | write_time | - | 25.61 | 52.29 | 104.22 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | read_time | - | 23.51 | 24.08 | 2.41 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | write_time | - | 27.01 | 28.1 | 4.05 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_0_batch | RuntimeMs | DataflowRunner | 29505.26 | 28301.68 | -4.08 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | DirectRunner | 1764.89 | 1864.41 | 5.64 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_batch | RuntimeMs | FlinkRunner | 1109.26 | 1113.45 | 0.38 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | SparkRunner | 1301.85 | 1330.67 | 2.21 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | SparkStructuredStreamingRunner | 1245.07 |
1240.57 | -0.36 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_python_batch | RuntimeMs | DirectRunner | 12328.0 | 12368.9 | 0.33 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_batch | RuntimeMs | DataflowRunner | 36898.39 | 36019.27 | -2.38
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_sql_batch | RuntimeMs | DirectRunner | 5794.0 | 5750.9 | -0.74 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_sql_batch | RuntimeMs | FlinkRunner | 1162.3 | 1149.85 | -1.07 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_batch | RuntimeMs | SparkRunner | 3348.19 | 3373.62 | 0.76 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1425.33 |
1425.38 | 0.0 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_streaming | RuntimeMs | DataflowRunner | 28197.14 | 27848.59 |
-1.24 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_streaming | RuntimeMs | DirectRunner | 16126.08 | 16232.35 |
0.66 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_streaming | RuntimeMs | FlinkRunner | 1985.52 | 2010.3 | 1.25 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | DataflowRunner | 42060.88 | 43192.73 | 2.69
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | DirectRunner | 12513.3 | 12426.19 | -0.7 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | FlinkRunner | 1607.67 | 1639.75 | 2.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_batch | RuntimeMs | DataflowRunner | 127349.54 | 126509.64 |
-0.66 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_batch | RuntimeMs | DirectRunner | 7054.62 | 7024.58 | -0.43
| [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_batch | RuntimeMs | FlinkRunner | 2408.7 | 2400.25 | -0.35 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_batch | RuntimeMs | SparkRunner | 4866.59 | 4872.76 | 0.13 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_batch | RuntimeMs | SparkStructuredStreamingRunner | 2825.63
| 2860.76 | 1.24 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_streaming | RuntimeMs | DataflowRunner | 70002.25 | 68902.77
| -1.57 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_streaming | RuntimeMs | DirectRunner | 18422.12 | 18648.53 |
1.23 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_streaming | RuntimeMs | FlinkRunner | 3775.81 | 3868.45 |
2.45 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_batch | RuntimeMs | DataflowRunner | 48124.94 | 50283.0 | 4.48 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_10_batch | RuntimeMs | DirectRunner | 4826.33 | 4915.32 | 1.84 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_batch | RuntimeMs | FlinkRunner | 624.74 | 642.7 | 2.87 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_batch | RuntimeMs | SparkRunner | 695.0 | 724.33 | 4.22 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_batch | RuntimeMs | SparkStructuredStreamingRunner | 957.85 |
950.52 | -0.77 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_python_batch | RuntimeMs | DirectRunner | 26003.07 | 26123.6 | 0.46
| [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | DataflowRunner | 114630.93 | 129857.92 |
13.28 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | DirectRunner | 44201.56 | 43874.86 | -0.74
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1572.0 | 1532.65 | -2.5 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_batch | RuntimeMs | DataflowRunner | 37343.93 | 34672.94 | -7.15 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | DirectRunner | 1482.35 | 1525.24 | 2.89 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | FlinkRunner | 258.48 | 261.0 | 0.97 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_11_batch | RuntimeMs | SparkRunner | 1584.52 | 1560.1 | -1.54 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | SparkStructuredStreamingRunner | 1293.33 |
1273.29 | -1.55 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_python_batch | RuntimeMs | DirectRunner | 20436.89 | 20572.75 |
0.66 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_streaming | RuntimeMs | DataflowRunner | 183665.87 | 188451.02 |
2.61 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_streaming | RuntimeMs | DirectRunner | 10855.56 | 10818.9 | -0.34 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_streaming | RuntimeMs | FlinkRunner | 1505.81 | 1521.4 | 1.04 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | DataflowRunner | 19626.56 | 26364.13 | 34.33 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_batch | RuntimeMs | DirectRunner | 2661.96 | 2720.52 | 2.2 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | FlinkRunner | 168.07 | 174.3 | 3.7 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | SparkRunner | 971.11 | 953.81 | -1.78 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | SparkStructuredStreamingRunner | 820.26 | 832.1
| 1.44 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_streaming | RuntimeMs | DataflowRunner | 97119.98 | 100853.73 |
3.84 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_streaming | RuntimeMs | DirectRunner | 9428.85 | 9424.57 | -0.05 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_streaming | RuntimeMs | FlinkRunner | 645.67 | 666.75 | 3.27 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | DataflowRunner | 34450.89 | 35453.82 | 2.91 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | DirectRunner | 3448.52 | 3314.48 | -3.89 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_batch | RuntimeMs | FlinkRunner | 437.7 | 435.8 | -0.43 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_13_batch | RuntimeMs | SparkRunner | 360.63 | 339.52 | -5.85 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | SparkStructuredStreamingRunner | 1018.59 |
1009.86 | -0.86 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_batch | RuntimeMs | DataflowRunner | 60836.57 | 61982.95 | 1.88
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_batch | RuntimeMs | DirectRunner | 9195.33 | 9175.05 | -0.22 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_batch | RuntimeMs | FlinkRunner | 1029.85 | 1052.3 | 2.18 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_13_sql_batch | RuntimeMs | SparkRunner | 3447.11 | 3487.1 | 1.16 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1511.96 |
1510.67 | -0.09 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_streaming | RuntimeMs | DataflowRunner | 35760.43 | 36438.09 |
1.9 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_streaming | RuntimeMs | DirectRunner | 19102.0 | 19330.4 | 1.2
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_streaming | RuntimeMs | FlinkRunner | 2634.48 | 2557.2 | -2.93
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | DataflowRunner | 27796.89 | 26470.45 |
-4.77 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | DirectRunner | 10192.67 | 10101.67 | -0.89
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | FlinkRunner | 1551.41 | 1441.45 | -7.09 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_batch | RuntimeMs | DataflowRunner | 274788.18 | 286911.36
| 4.41 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_13_zetasql_batch | RuntimeMs | DirectRunner | 10433.67 | 10362.79 |
-0.68 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_batch | RuntimeMs | FlinkRunner | 2810.78 | 2839.6 | 1.03 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_batch | RuntimeMs | SparkRunner | 5397.33 | 5501.24 | 1.93
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_batch | RuntimeMs | SparkStructuredStreamingRunner |
4071.26 | 4159.67 | 2.17 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_streaming | RuntimeMs | DataflowRunner | 112999.07 |
117818.77 | 4.27 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_streaming | RuntimeMs | DirectRunner | 23141.08 | 23144.58
| 0.02 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_streaming | RuntimeMs | FlinkRunner | 4327.41 | 4289.45 |
-0.88 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_batch | RuntimeMs | DataflowRunner | 63715.89 | 64889.05 | 1.84 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_batch | RuntimeMs | DirectRunner | 4305.63 | 4194.43 | -2.58 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_14_batch | RuntimeMs | FlinkRunner | 498.41 | 507.8 | 1.88 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | SparkRunner | 938.89 | 941.1 | 0.23 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | SparkStructuredStreamingRunner | 1024.11 |
1048.0 | 2.33 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_streaming | RuntimeMs | DataflowRunner | 130886.36 | 128022.77 |
-2.19 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_streaming | RuntimeMs | DirectRunner | 12257.22 | 12220.14 | -0.3 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_streaming | RuntimeMs | FlinkRunner | 1277.74 | 1215.55 | -4.87 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_15_batch | RuntimeMs | DataflowRunner | 49983.81 | 50168.55 | 0.37 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_15_batch | RuntimeMs | DirectRunner | 15793.89 | 15957.71 | 1.04 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_15_batch | RuntimeMs | FlinkRunner | 425.93 | 462.0 | 8.47 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_15_batch | RuntimeMs | SparkRunner | 1592.78 | 1589.14 | -0.23 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_15_batch | RuntimeMs | SparkStructuredStreamingRunner | 1068.59 |
996.29 | -6.77 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_batch | RuntimeMs | DataflowRunner | 53039.98 | 54595.31 | 2.93 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_batch | RuntimeMs | DirectRunner | 88239.96 | 89752.71 | 1.71 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_batch | RuntimeMs | FlinkRunner | 205.59 | 217.15 | 5.62 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_batch | RuntimeMs | SparkRunner | 1338.0 | 1366.1 | 2.1 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_16_batch | RuntimeMs | SparkStructuredStreamingRunner | 576.0 | 594.33
| 3.18 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_16_streaming | RuntimeMs | DataflowRunner | 104675.76 | 107762.85 |
2.95 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_streaming | RuntimeMs | DirectRunner | 143547.37 | 160680.05 |
11.94 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_streaming | RuntimeMs | FlinkRunner | 435.07 | 460.95 | 5.95 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | DataflowRunner | 23345.72 | 22763.09 | -2.5 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_batch | RuntimeMs | DirectRunner | 3363.41 | 3317.1 | -1.38 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_1_batch | RuntimeMs | FlinkRunner | 302.15 | 298.3 | -1.27 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | SparkRunner | 435.11 | 452.29 | 3.95 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_batch | RuntimeMs | SparkStructuredStreamingRunner | 377.67 | 379.19
| 0.4 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_sql_batch | RuntimeMs | DataflowRunner | 33147.79 | 32794.77 | -1.06
| [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_batch | RuntimeMs | DirectRunner | 3699.48 | 3772.76 | 1.98 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_batch | RuntimeMs | FlinkRunner | 579.81 | 579.05 | -0.13 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_1_sql_batch | RuntimeMs | SparkRunner | 2447.93 | 2425.48 | -0.92 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 605.44 |
620.05 | 2.41 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_streaming | RuntimeMs | DataflowRunner | 26167.11 | 23944.0 |
-8.5 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_streaming | RuntimeMs | DirectRunner | 11769.96 | 11712.25 |
-0.49 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_streaming | RuntimeMs | FlinkRunner | 758.26 | 732.45 | -3.4 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | DataflowRunner | 28944.14 | 31016.61 | 7.16
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | DirectRunner | 8506.37 | 8334.71 | -2.02 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | FlinkRunner | 701.33 | 669.15 | -4.59 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | DataflowRunner | 15966.36 | 16040.01 | 0.46 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_2_batch | RuntimeMs | DirectRunner | 226.26 | 273.9 | 21.06 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_batch | RuntimeMs | FlinkRunner | 137.19 | 133.95 | -2.36 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | SparkRunner | 298.96 | 291.62 | -2.46 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_batch | RuntimeMs | SparkStructuredStreamingRunner | 231.96 | 248.29
| 7.04 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_python_batch | RuntimeMs | DirectRunner | 7708.74 | 7707.6 | -0.01 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_batch | RuntimeMs | DataflowRunner | 23946.93 | 23150.36 | -3.33
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_batch | RuntimeMs | DirectRunner | 1559.63 | 1571.14 | 0.74 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_batch | RuntimeMs | FlinkRunner | 330.89 | 306.6 | -7.34 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_batch | RuntimeMs | SparkRunner | 841.11 | 848.19 | 0.84 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 678.44 |
664.33 | -2.08 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | DataflowRunner | 17867.04 | 16461.77 |
-7.87 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_streaming | RuntimeMs | DirectRunner | 6908.75 | 6894.5 | -0.21
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | FlinkRunner | 431.19 | 426.35 | -1.12 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | DataflowRunner | 21309.92 | 21863.38 | 2.6 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | DirectRunner | 5322.93 | 5229.19 | -1.76 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | FlinkRunner | 304.52 | 298.7 | -1.91 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_batch | RuntimeMs | DataflowRunner | 79060.93 | 79146.91 |
0.11 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_zetasql_batch | RuntimeMs | DirectRunner | 3011.75 | 2987.84 | -0.79
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_zetasql_batch | RuntimeMs | FlinkRunner | 986.3 | 997.15 | 1.1 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_batch | RuntimeMs | SparkRunner | 1249.41 | 1249.19 | -0.02
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1015.81
| 1040.24 | 2.4 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_streaming | RuntimeMs | DataflowRunner | 43184.25 | 42196.18
| -2.29 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_streaming | RuntimeMs | DirectRunner | 8752.38 | 8852.68 |
1.15 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_streaming | RuntimeMs | FlinkRunner | 1311.37 | 1299.3 |
-0.92 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_batch | RuntimeMs | DataflowRunner | 24499.46 | 24206.45 | -1.2 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_batch | RuntimeMs | DirectRunner | 1135.15 | 1200.05 | 5.72 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_batch | RuntimeMs | FlinkRunner | 1227.93 | 1241.25 | 1.09 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_batch | RuntimeMs | SparkRunner | 2191.74 | 2180.38 | -0.52 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_python_batch | RuntimeMs | DirectRunner | 10823.96 | 10812.6 | -0.1
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_sql_batch | RuntimeMs | DataflowRunner | 35908.57 | 27162.41 |
-24.36 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_sql_batch | RuntimeMs | DirectRunner | 3413.59 | 3416.71 | 0.09 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_batch | RuntimeMs | FlinkRunner | 1522.59 | 1500.25 | -1.47 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_sql_batch | RuntimeMs | SparkRunner | 3785.78 | 3768.9 | -0.45 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_sql_streaming | RuntimeMs | DataflowRunner | 35276.71 | 36469.05 |
3.38 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_streaming | RuntimeMs | DirectRunner | 8862.62 | 8986.6 | 1.4 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_sql_streaming | RuntimeMs | FlinkRunner | 1260.56 | 1266.35 | 0.46 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DataflowRunner | 50287.33 | 53597.68 | 6.58
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DirectRunner | 8404.85 | 8485.14 | 0.96 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 639.85 | 653.5 | 2.13 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_batch | RuntimeMs | DataflowRunner | 76035.75 | 78124.14 |
2.75 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_zetasql_batch | RuntimeMs | DirectRunner | 3956.29 | 3902.16 | -1.37
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_batch | RuntimeMs | FlinkRunner | 1889.56 | 1897.5 | 0.42 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_batch | RuntimeMs | SparkRunner | 3864.56 | 3948.81 | 2.18 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_zetasql_streaming | RuntimeMs | DataflowRunner | 49558.14 | 58210.41
| 17.46 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_streaming | RuntimeMs | DirectRunner | 9292.75 | 9391.84 |
1.07 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | FlinkRunner | 1346.0 | 1402.9 | 4.23
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_batch | RuntimeMs | DataflowRunner | 38845.0 | 41987.82 | 8.09 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | DirectRunner | 2567.3 | 2500.14 | -2.62 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | FlinkRunner | 959.81 | 945.95 | -1.44 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_4_batch | RuntimeMs | SparkRunner | 1219.7 | 1228.52 | 0.72 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | SparkStructuredStreamingRunner | 3399.59 |
3293.95 | -3.11 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_streaming | RuntimeMs | DataflowRunner | 52603.36 | 51896.09 | -1.34
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_streaming | RuntimeMs | DirectRunner | 3006.15 | 2972.71 | -1.11 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | FlinkRunner | 1159.81 | 1123.4 | -3.14 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_batch | RuntimeMs | DataflowRunner | 34238.11 | 30188.61 | -11.83 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_batch | RuntimeMs | DirectRunner | 4729.02 | 5007.71 | 5.89 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | FlinkRunner | 884.11 | 892.0 | 0.89 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | SparkRunner | 1585.11 | 1570.0 | -0.95 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_batch | RuntimeMs | SparkStructuredStreamingRunner | 1717.78 |
1730.9 | 0.76 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_python_batch | RuntimeMs | DirectRunner | 17152.11 | 17200.05 | 0.28
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | DataflowRunner | 216637.79 | 220231.46 |
1.66 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_streaming | RuntimeMs | DirectRunner | 33458.33 | 36273.81 | 8.41 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | FlinkRunner | 1502.56 | 1602.65 | 6.66 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | DataflowRunner | 56525.0 | 27245.23 | -51.8 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | DirectRunner | 1898.3 | 1816.33 | -4.32 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_6_batch | RuntimeMs | FlinkRunner | 571.04 | 602.3 | 5.47 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_6_batch | RuntimeMs | SparkRunner | 734.26 | 735.43 | 0.16 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_6_batch | RuntimeMs | SparkStructuredStreamingRunner | 1401.56 |
1338.71 | -4.48 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | DataflowRunner | 34517.21 | 34982.36 | 1.35
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | DirectRunner | 2200.0 | 2216.57 | 0.75 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | FlinkRunner | 531.81 | 567.85 | 6.78 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | DataflowRunner | 49167.46 | 60762.82 | 23.58 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | DirectRunner | 8933.33 | 9126.0 | 2.16 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_7_batch | RuntimeMs | FlinkRunner | 714.48 | 730.8 | 2.28 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_batch | RuntimeMs | SparkRunner | 1509.52 | 1480.86 | -1.9 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | SparkStructuredStreamingRunner | 1436.89 |
1546.76 | 7.65 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_python_batch | RuntimeMs | DirectRunner | 19927.33 | 20014.25 | 0.44
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_7_sql_batch | RuntimeMs | DataflowRunner | 109804.75 | 139735.68 |
27.26 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_7_sql_batch | RuntimeMs | DirectRunner | 493505.67 | 1137994.24 |
130.59 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_batch | RuntimeMs | FlinkRunner | 2921.93 | 2890.55 | -1.07 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_batch | RuntimeMs | SparkRunner | 7177.22 | 7209.0 | 0.44 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 5539.3 |
5604.9 | 1.18 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_streaming | RuntimeMs | DataflowRunner | 999963.14 | 1009540.14
| 0.96 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 2680146.67 | 4276568.35 |
59.56 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | FlinkRunner | 3595.81 | 3688.95 | 2.59 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | DataflowRunner | 129005.62 | 127721.91 |
-1.0 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | DirectRunner | 877174.37 | 863753.05 | -1.53
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | FlinkRunner | 1295.33 | 1442.3 | 11.35 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | DataflowRunner | 31762.91 | 21868.42 | -31.15 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_8_batch | RuntimeMs | DirectRunner | 775.04 | 865.56 | 11.68 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | FlinkRunner | 546.56 | 543.7 | -0.52 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_batch | RuntimeMs | SparkRunner | 1534.41 | 1530.43 | -0.26 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | SparkStructuredStreamingRunner | 1449.89 |
1448.33 | -0.11 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_python_batch | RuntimeMs | DirectRunner | 10503.07 | 10576.65 | 0.7
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_8_streaming | RuntimeMs | DataflowRunner | 64824.67 | 76478.29 | 17.98
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_streaming | RuntimeMs | DirectRunner | 7617.41 | 7766.76 | 1.96 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | FlinkRunner | 566.3 | 519.85 | -8.2 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_batch | RuntimeMs | DataflowRunner | 27607.82 | 26568.95 | -3.76 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_9_batch | RuntimeMs | DirectRunner | 1432.85 | 1451.29 | 1.29 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | FlinkRunner | 368.0 | 374.8 | 1.85 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | SparkRunner | 609.0 | 618.52 | 1.56 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_batch | RuntimeMs | SparkStructuredStreamingRunner | 1077.26 |
1093.95 | 1.55 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | DataflowRunner | 33139.07 | 32487.09 | -1.97
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | DirectRunner | 1793.56 | 1797.86 | 0.24 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_streaming | RuntimeMs | FlinkRunner | 394.48 | 397.9 | 0.87 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
tpcds_query10_Calcite_1GB | RuntimeMs | DataflowRunner | 366961.64 | 377177.18
| 2.78 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query10_Calcite_1GB | RuntimeMs | FlinkRunner | 34467.91 | 34560.86 |
0.27 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query10_Calcite_1GB | RuntimeMs | SparkRunner | 55762.58 | 54990.4 |
-1.38 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query10_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
46646.77 | 46636.3 | -0.02 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query25_Calcite_1GB | RuntimeMs | DataflowRunner | 372606.11 | 404399.0
| 8.53 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query25_Calcite_1GB | RuntimeMs | FlinkRunner | 40589.59 | 40700.29 |
0.27 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query25_Calcite_1GB | RuntimeMs | SparkRunner | 55851.52 | 55458.85 |
-0.7 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query25_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
54509.68 | 53883.65 | -1.15 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query26_Calcite_1GB | RuntimeMs | DataflowRunner | 367442.11 | 334302.45
| -9.02 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query26_Calcite_1GB | RuntimeMs | FlinkRunner | 20950.44 | 21006.9 |
0.27 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query26_Calcite_1GB | RuntimeMs | SparkRunner | 21646.48 | 21911.85 |
1.23 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query26_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
21006.74 | 20975.3 | -0.15 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query29_Calcite_1GB | RuntimeMs | DataflowRunner | 412623.75 | 421725.45
| 2.21 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query29_Calcite_1GB | RuntimeMs | FlinkRunner | 38743.88 | 38965.05 |
0.57 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query29_Calcite_1GB | RuntimeMs | SparkRunner | 52888.61 | 53093.65 |
0.39 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query29_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
53364.26 | 53369.7 | 0.01 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query35_Calcite_1GB | RuntimeMs | DataflowRunner | 395320.79 | 390939.32
| -1.11 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query35_Calcite_1GB | RuntimeMs | FlinkRunner | 29064.25 | 29338.95 |
0.95 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query35_Calcite_1GB | RuntimeMs | SparkRunner | 51383.06 | 50939.85 |
-0.86 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query35_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
40370.84 | 40293.2 | -0.19 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query38_Calcite_1GB | RuntimeMs | DataflowRunner | 370272.96 | 339874.73
| -8.21 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query38_Calcite_1GB | RuntimeMs | FlinkRunner | 21544.34 | 25549.67 |
18.59 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query38_Calcite_1GB | RuntimeMs | SparkRunner | 20502.35 | 20204.8 |
-1.45 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query38_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query3_Calcite_1GB | RuntimeMs | DataflowRunner | 379717.71 | 344129.36
| -9.37 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query3_Calcite_1GB | RuntimeMs | FlinkRunner | 35992.03 | 35868.19 |
-0.34 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query3_Calcite_1GB | RuntimeMs | SparkRunner | 34038.32 | 34291.95 |
0.75 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query3_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
38621.32 | 38679.2 | 0.15 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query40_Calcite_1GB | RuntimeMs | DataflowRunner | 357975.96 | 340957.41
| -4.75 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query40_Calcite_1GB | RuntimeMs | FlinkRunner | 28728.81 | 28672.48 |
-0.2 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query40_Calcite_1GB | RuntimeMs | SparkRunner | 24720.71 | 24398.25 |
-1.3 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query40_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
25059.39 | 24872.5 | -0.75 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query42_Calcite_1GB | RuntimeMs | DataflowRunner | 320280.11 | 324792.59
| 1.41 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query42_Calcite_1GB | RuntimeMs | FlinkRunner | 22526.66 | 22561.71 |
0.16 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query42_Calcite_1GB | RuntimeMs | SparkRunner | 21040.61 | 21427.45 |
1.84 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query42_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
20129.61 | 19946.35 | -0.91 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query43_Calcite_1GB | RuntimeMs | DataflowRunner | 318145.39 | 326293.91
| 2.56 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query43_Calcite_1GB | RuntimeMs | FlinkRunner | 22358.09 | 22501.48 |
0.64 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query43_Calcite_1GB | RuntimeMs | SparkRunner | 21452.42 | 21420.95 |
-0.15 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query43_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
18983.23 | 18936.2 | -0.25 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query52_Calcite_1GB | RuntimeMs | DataflowRunner | 312582.5 | 335136.73
| 7.22 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query52_Calcite_1GB | RuntimeMs | FlinkRunner | 22477.31 | 22521.38 |
0.2 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query52_Calcite_1GB | RuntimeMs | SparkRunner | 21135.87 | 21348.75 |
1.01 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query52_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
17889.0 | 17889.8 | 0.0 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query55_Calcite_1GB | RuntimeMs | DataflowRunner | 327583.71 | 328763.68
| 0.36 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query55_Calcite_1GB | RuntimeMs | FlinkRunner | 22096.34 | 22311.57 |
0.97 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query55_Calcite_1GB | RuntimeMs | SparkRunner | 20931.0 | 21041.7 | 0.53
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query55_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
17695.87 | 17665.6 | -0.17 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query69_Calcite_1GB | RuntimeMs | DataflowRunner | 380661.36 | 421847.23
| 10.82 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query69_Calcite_1GB | RuntimeMs | FlinkRunner | 30163.62 | 30411.86 |
0.82 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query69_Calcite_1GB | RuntimeMs | SparkRunner | 49337.9 | 49121.6 |
-0.44 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query69_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
39760.0 | 39340.35 | -1.06 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query79_Calcite_1GB | RuntimeMs | DataflowRunner | 345586.86 | 370124.5
| 7.1 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query79_Calcite_1GB | RuntimeMs | FlinkRunner | 34639.56 | 34804.1 |
0.47 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query79_Calcite_1GB | RuntimeMs | SparkRunner | 39271.35 | 40866.4 |
4.06 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query79_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
35610.32 | 35130.3 | -1.35 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query7_Calcite_1GB | RuntimeMs | DataflowRunner | 338087.18 | 370798.95
| 9.68 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query7_Calcite_1GB | RuntimeMs | FlinkRunner | 38223.69 | 37843.9 |
-0.99 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query7_Calcite_1GB | RuntimeMs | SparkRunner | 40407.16 | 39699.05 |
-1.75 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query7_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
37283.13 | 37006.15 | -0.74 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | DataflowRunner | 368389.18 | 355504.23
| -3.5 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | FlinkRunner | 9578.53 | 9411.48 |
-1.74 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | SparkRunner | 10318.23 | 10037.25 |
-2.72 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
13828.65 | 13939.1 | 0.8 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query84_Calcite_1GB | RuntimeMs | DataflowRunner | 320744.39 | 328983.18
| 2.57 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query84_Calcite_1GB | RuntimeMs | FlinkRunner | 19416.41 | 19573.29 |
0.81 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query84_Calcite_1GB | RuntimeMs | SparkRunner | 17381.26 | 17567.3 |
1.07 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query84_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
15455.52 | 15305.7 | -0.97 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query87_Calcite_1GB | RuntimeMs | DataflowRunner | 349533.29 | 348531.14
| -0.29 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query87_Calcite_1GB | RuntimeMs | FlinkRunner | 22119.91 | 21991.1 |
-0.58 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query87_Calcite_1GB | RuntimeMs | SparkRunner | 19867.03 | 20736.4 |
4.38 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query87_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
21693.52 | 21080.7 | -2.82 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query93_Calcite_1GB | RuntimeMs | DataflowRunner | 361272.54 | 370050.09
| 2.43 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query93_Calcite_1GB | RuntimeMs | FlinkRunner | 46086.97 | 46344.1 |
0.56 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query93_Calcite_1GB | RuntimeMs | SparkRunner | 43654.16 | 43645.65 |
-0.02 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query93_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
36226.13 | 35945.8 | -0.77 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query96_Calcite_1GB | RuntimeMs | DataflowRunner | 329581.11 | 367873.0
| 11.62 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query96_Calcite_1GB | RuntimeMs | FlinkRunner | 19019.59 | 18598.48 |
-2.21 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query96_Calcite_1GB | RuntimeMs | SparkRunner | 19292.77 | 18970.15 |
-1.67 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query96_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
20802.26 | 20565.95 | -1.14 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)