You are viewing a plain text version of this content. The canonical link for it is here.
Posted to dev@beam.apache.org by Apache Jenkins Server <je...@builds.apache.org> on 2022/08/30 16:13:07 UTC
Beam Metrics Report (2022-08-30)
# Beam Metrics Report
Color legend: >= 20 | >= 10 | <= -10 | <= -20
---|---|---|---
## Possible regression
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
go_batch_pardo_2 | dataflow_runtime | - | 474.7 | 624.4 | 31.54 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_sideinput_4 | dataflow_runtime | - | 200.13 | 227.81 | 13.83 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
java_batch_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 11.38 | 13.55 |
19.03 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 99.82 | 111.35 |
11.55 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_runtime_sec | - | 9.41 | 11.28 | 19.97 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java17_runtime_sec | - | 17.85 | 20.34 | 13.99
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 97.76 | 110.63 |
13.17 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 99.45 | 112.62 |
13.25 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 12.71 | 14.11 | 11.06 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 309.15 | 359.01
| 16.13 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_gbk_1 | dataflow_v2_java17_runtime_sec | - | 998.82 | 1154.99 |
15.64 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java11_runtime_sec | - | 61.26 | 100.69 |
64.37 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java17_runtime_sec | - | 55.61 | 92.24 |
65.86 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java11_runtime_sec | - | 542.99 | 662.49 |
22.01 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java17_runtime_sec | - | 535.92 | 628.36 |
17.25 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java11_runtime_sec | - | 171.58 | 217.53 |
26.78 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_3 | dataflow_v2_java11_runtime_sec | - | 22.05 | 27.09 |
22.85 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
kafkaioit_results_runner_v2 | read_time | - | 2.29 | 3.01 | 31.41 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_sdf_wrapper | read_time | - | 2.66 | 3.28 | 23.47 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | write_time | - | 62.79 | 71.19 | 13.38 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 60.29 | 68.2 |
13.13 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_sideinput_2 | python_dataflow_batch_sideinput_2_runtime | - |
2.14 | 2.5 | 16.67 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_4 | python_dataflow_batch_sideinput_4_runtime | - |
24.0 | 26.6 | 10.83 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - |
2.57 | 3.0 | 16.67 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_spannerio_read_2GB_results | pyspanner_read_2GB_results_runtime | - |
26.71 | 32.2 | 20.53 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
## Possible improvement
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
java_batch_gbk_7 | dataflow_v2_java11_runtime_sec | - | 42.98 | 36.64 | -14.75
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_3 | dataflow_v2_java11_runtime_sec | - | 10.22 | 9.13 |
-10.68 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 3329.23 |
2595.47 | -22.04 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 367.08 | 316.22
| -13.85 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_gbk_6 | dataflow_v2_java17_runtime_sec | - | 205.05 | 158.35 |
-22.77 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 31.14 |
19.2 | -38.35 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 17.57 | 15.0 |
-14.63 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
3.43 | 3.0 | -12.5 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - | 3.0
| 2.4 | -20.0 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
nexmark_7_sql_batch | RuntimeMs | DirectRunner | 418815.18 | 275307.39 |
-34.27 | [[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_streaming | RuntimeMs | DirectRunner | 1153559.21 | 734511.17 |
-36.33 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
## All metrics
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
avroioit_hdfs_results | read_time | - | 96.61 | 94.5 | -2.19 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_hdfs_results | write_time | - | 120.23 | 121.54 | 1.09 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | read_time | - | 97.62 | 98.85 | 1.25 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | write_time | - | 120.08 | 120.47 | 0.33 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | avro_write_time | - | 34.54 | 36.18 | 4.75
| [[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | read_time | - | 40.87 | 40.94 | 0.17 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | read_time | - | 38.88 | 38.88 | 0.01 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | write_time | - | 52.67 | 50.81 | -3.54 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | read_time | - | 6.68 | 6.83 | 2.34 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | write_time | - | 8.03 | 7.9 | -1.58 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | read_time | - | 166.48 | 172.95 | 3.89 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | write_time | - | 218.5 | 216.0 | -1.15 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | read_time | - | 167.44 | 166.54 | -0.54 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | write_time | - | 213.64 | 214.36 | 0.34 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_cogbk_1 | dataflow_runtime | - | 248.92 | 272.4 | 9.43 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_2 | dataflow_runtime | - | 140.31 | 148.32 | 5.71 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_3 | dataflow_runtime | - | 114.69 | 113.4 | -1.13 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_4 | dataflow_runtime | - | 109.61 | 112.26 | 2.41 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_combine_1 | dataflow_runtime | - | 417.34 | 440.19 | 5.48 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_4 | dataflow_runtime | - | 73.45 | 76.69 | 4.4 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_5 | dataflow_runtime | - | 70.09 | 69.57 | -0.74 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_gbk_1 | dataflow_runtime | - | 392.13 | 387.19 | -1.26 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_2 | dataflow_runtime | - | 102.74 | 102.9 | 0.16 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_3 | dataflow_runtime | - | 25.6 | 24.11 | -5.81 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_4 | dataflow_runtime | - | 52.95 | 53.61 | 1.23 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | dataflow_runtime | - | 43.39 | 43.88 | 1.12 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | dataflow_runtime | - | 104.82 | 103.15 | -1.59 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_7 | dataflow_runtime | - | 109.78 | 112.68 | 2.64 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_pardo_1 | dataflow_runtime | - | 77.86 | 83.67 | 7.46 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | dataflow_runtime | - | 474.7 | 624.4 | 31.54 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | dataflow_runtime | - | 65.99 | 66.97 | 1.49 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | dataflow_runtime | - | 68.91 | 71.59 | 3.89 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_sideinput_3 | dataflow_runtime | - | 2.3 | 2.49 | 8.64 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_4 | dataflow_runtime | - | 200.13 | 227.81 | 13.83 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
hadoopformatioit_results | read_time | - | 6.62 | 7.04 | 6.34 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
hadoopformatioit_results | write_time | - | 7.72 | 8.03 | 4.07 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_cogbk_1 | dataflow_runtime_sec | - | 41.96 | 40.93 | -2.45 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 45.94 | 43.13 |
-6.13 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 43.45 | 47.37 | 9.03
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | sparkstructuredstreaming_runtime_sec | - | 124.03 |
134.44 | 8.39 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_runtime_sec | - | 40.15 | 41.28 | 2.8 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 49.12 | 48.77 |
-0.71 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 44.46 | 45.48 | 2.29
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | sparkstructuredstreaming_runtime_sec | - | 120.63 |
125.46 | 4.01 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_runtime_sec | - | 13.93 | 14.1 | 1.24 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 12.5 | 13.4 | 7.16 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 11.38 | 11.43 | 0.48
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 20.53 | 22.41
| 9.16 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_runtime_sec | - | 13.46 | 13.07 | -2.9 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 11.38 | 13.55 |
19.03 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 11.87 | 11.33 |
-4.53 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 20.84 | 20.69
| -0.7 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_1 | dataflow_runtime_sec | - | 68.35 | 63.07 | -7.74 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_1 | sparkstructuredstreaming_runtime_sec | - | 526.55 |
533.9 | 1.4 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_4 | dataflow_runtime_sec | - | 28.9 | 27.03 | -6.47 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_4 | sparkstructuredstreaming_runtime_sec | - | 130.79 |
129.93 | -0.66 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | dataflow_runtime_sec | - | 25.39 | 25.74 | 1.37 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | sparkstructuredstreaming_runtime_sec | - | 126.45 |
123.43 | -2.39 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_gbk_1 | dataflow_runtime_sec | - | 121.7 | 122.57 | 0.72 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java11_runtime_sec | - | 87.74 | 86.43 | -1.49
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java17_runtime_sec | - | 89.17 | 89.64 | 0.52 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 495.97 | 542.31
| 9.34 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_runtime_sec | - | 33.1 | 32.75 | -1.08 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java11_runtime_sec | - | 40.32 | 37.69 | -6.51
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java17_runtime_sec | - | 42.95 | 41.56 | -3.23
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 99.82 | 111.35 |
11.55 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_runtime_sec | - | 9.41 | 11.28 | 19.97 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java11_runtime_sec | - | 12.65 | 11.71 | -7.4 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java17_runtime_sec | - | 13.16 | 13.59 | 3.27 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 7.92 | 8.19 |
3.34 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 18.14 | 16.6 | -8.47 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java11_runtime_sec | - | 18.71 | 18.69 | -0.13
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java17_runtime_sec | - | 17.85 | 20.34 | 13.99
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 97.76 | 110.63 |
13.17 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_runtime_sec | - | 18.4 | 17.55 | -4.58 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java11_runtime_sec | - | 16.79 | 18.39 | 9.58 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java17_runtime_sec | - | 17.7 | 17.92 | 1.28 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 99.45 | 112.62 |
13.25 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_runtime_sec | - | 34.24 | 35.7 | 4.24 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java11_runtime_sec | - | 23.86 | 24.66 | 3.37 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java17_runtime_sec | - | 28.82 | 26.35 | -8.55
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 57.68 | 63.41 |
9.93 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_runtime_sec | - | 45.39 | 43.34 | -4.51 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java11_runtime_sec | - | 42.98 | 36.64 | -14.75
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java17_runtime_sec | - | 33.27 | 35.09 | 5.48 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | sparkstructuredstreaming_runtime_sec | - | 87.36 | 94.05 |
7.67 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | dataflow_runtime_sec | - | 17.88 | 17.94 | 0.31 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java11_runtime_sec | - | 11.24 | 11.21 |
-0.27 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java17_runtime_sec | - | 12.74 | 13.81 | 8.37
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 49.92 | 47.01
| -5.82 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_runtime_sec | - | 208.67 | 213.56 | 2.34 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java11_runtime_sec | - | 58.93 | 57.27 |
-2.83 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java17_runtime_sec | - | 54.37 | 57.52 | 5.8
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 12.71 | 14.11 | 11.06 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java11_runtime_sec | - | 10.22 | 9.13 |
-10.68 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java17_runtime_sec | - | 9.97 | 10.96 | 9.98
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 23.22 | 22.54 | -2.93 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java11_runtime_sec | - | 21.73 | 20.95 |
-3.56 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java17_runtime_sec | - | 22.18 | 23.28 | 4.98
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_1 | dataflow_runtime_sec | - | 824.52 | 824.19 | -0.04 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 3170.3 | 3143.46
| -0.85 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 2465.22 |
2609.68 | 5.86 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_runtime_sec | - | 818.34 | 852.12 | 4.13 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 3220.2 | 3136.56
| -2.6 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 3329.23 |
2595.47 | -22.04 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_runtime_sec | - | 112.2 | 110.85 | -1.2 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 367.08 | 316.22
| -13.85 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 347.28 | 338.0 |
-2.67 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_runtime_sec | - | 107.83 | 113.86 | 5.59 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 334.31 | 313.58
| -6.2 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 309.15 | 359.01
| 16.13 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_combine_1 | dataflow_runtime_sec | - | 461.71 | 486.87 | 5.45 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_4 | dataflow_runtime_sec | - | 297.39 | 304.97 | 2.55 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_5 | dataflow_runtime_sec | - | 305.2 | 295.3 | -3.24 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_gbk_1 | dataflow_runtime_sec | - | 652.75 | 668.66 | 2.44 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java11_runtime_sec | - | 866.89 | 936.45 |
8.02 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java17_runtime_sec | - | 998.82 | 1154.99 |
15.64 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_runtime_sec | - | 753.98 | 761.87 | 1.05 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java11_runtime_sec | - | 3078.49 | 3117.42
| 1.26 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java17_runtime_sec | - | 3335.39 | 3188.07
| -4.42 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_runtime_sec | - | 23.83 | 22.53 | -5.47 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java11_runtime_sec | - | 61.26 | 100.69 |
64.37 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java17_runtime_sec | - | 55.61 | 92.24 |
65.86 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_runtime_sec | - | 269.69 | 272.96 | 1.21 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java11_runtime_sec | - | 606.39 | 634.08 |
4.57 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java17_runtime_sec | - | 600.61 | 606.25 |
0.94 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_runtime_sec | - | 261.25 | 263.64 | 0.91 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java11_runtime_sec | - | 542.99 | 662.49 |
22.01 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java17_runtime_sec | - | 535.92 | 628.36 |
17.25 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_runtime_sec | - | 73.34 | 72.93 | -0.55 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java11_runtime_sec | - | 171.58 | 217.53 |
26.78 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java17_runtime_sec | - | 205.05 | 158.35 |
-22.77 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_runtime_sec | - | 132.06 | 131.04 | -0.78 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java11_runtime_sec | - | 218.08 | 221.71 |
1.66 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java17_runtime_sec | - | 224.28 | 234.06 |
4.36 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_1 | dataflow_runtime_sec | - | 19.11 | 18.5 | -3.21 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java11_runtime_sec | - | 25.72 | 24.35 |
-5.33 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java17_runtime_sec | - | 24.56 | 25.42 |
3.5 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_runtime_sec | - | 216.02 | 209.52 | -3.01 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java11_runtime_sec | - | 106.02 | 104.41
| -1.52 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java17_runtime_sec | - | 110.59 | 112.86
| 2.05 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_runtime_sec | - | 12.14 | 12.15 | 0.08 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java11_runtime_sec | - | 22.05 | 27.09 |
22.85 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java17_runtime_sec | - | 21.1 | 21.55 |
2.13 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_runtime_sec | - | 31.26 | 30.86 | -1.28 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java11_runtime_sec | - | 37.39 | 34.44 |
-7.87 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java17_runtime_sec | - | 38.09 | 36.92 |
-3.05 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
jdbcioit_results | read_time | - | 24.72 | 25.12 | 1.61 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
jdbcioit_results | write_time | - | 42.05 | 41.69 | -0.87 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | read_time | - | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | write_time | - | 15.13 | 13.7 | -9.47 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | read_time | - | 2.29 | 3.01 | 31.41 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | write_time | - | 3.62 | 3.87 | 6.72 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_sdf_wrapper | read_time | - | 2.66 | 3.28 | 23.47 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_sdf_wrapper | write_time | - | 3.35 | 3.53 | 5.49 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | read_time | - | 18.7 | 18.92 | 1.15 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | write_time | - | 62.79 | 71.19 | 13.38 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | read_time | - | 23.66 | 24.04 | 1.58 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | write_time | - | 62.99 | 62.03 | -1.54 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | read_time | - | 34.97 | 34.64 | -0.93 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | write_time | - | 59.64 | 62.91 | 5.47 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | read_time | - | 93.2 | 88.76 | -4.77 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | write_time | - | 145.14 | 140.5 | -3.2 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | read_time | - | 94.38 | 90.51 | -4.11 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | write_time | - | 145.2 | 147.06 | 1.28 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_cogbk_1 | python_dataflow_batch_cogbk_1_runtime | - | 377.43 |
404.2 | 7.09 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 256.86 |
253.0 | -1.5 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_3 | python_dataflow_batch_cogbk_3_runtime | - | 226.0 |
230.2 | 1.86 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_4 | python_dataflow_batch_cogbk_4_runtime | - | 232.0 |
230.0 | -0.86 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_1 | python_dataflow_batch_combine_1_runtime | - | 885.14
| 832.2 | -5.98 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_4 | python_dataflow_batch_combine_4_runtime | - | 37.0 |
39.6 | 7.03 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 31.14 |
19.2 | -38.35 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_1 | python_dataflow_batch_gbk_1_runtime | - | 1580.14 |
1595.0 | 0.94 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_2 | python_dataflow_batch_gbk_2_runtime | - | 264.86 | 269.6
| 1.79 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 17.57 | 15.0 |
-14.63 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 60.29 | 68.2 |
13.13 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_5 | python_dataflow_batch_gbk_5_runtime | - | 55.29 | 59.2 |
7.08 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_6 | python_dataflow_batch_gbk_6_runtime | - | 243.0 | 247.2 |
1.73 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_7 | python_dataflow_batch_gbk_7_runtime | - | 259.71 | 259.8
| 0.03 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 154.57 |
157.2 | 1.7 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_2 | python_dataflow_batch_pardo_2_runtime | - | 1580.71 |
1621.0 | 2.55 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 142.0 |
132.6 | -6.62 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_dataflow_batch_pardo_4_runtime | - | 354.71 |
356.0 | 0.36 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_1 | python_dataflow_batch_sideinput_1_runtime | - |
2.29 | 2.33 | 2.08 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_10 | python_dataflow_batch_sideinput_10_runtime | - |
719.43 | 773.0 | 7.45 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_2 | python_dataflow_batch_sideinput_2_runtime | - |
2.14 | 2.5 | 16.67 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
3.43 | 3.0 | -12.5 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_4 | python_dataflow_batch_sideinput_4_runtime | - |
24.0 | 26.6 | 10.83 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - | 3.0
| 2.4 | -20.0 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - |
2.57 | 3.0 | 16.67 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_7 | python_dataflow_batch_sideinput_7_runtime | - |
120.0 | 122.2 | 1.83 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_8 | python_dataflow_batch_sideinput_8_runtime | - |
113.14 | 117.4 | 3.76 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_9 | python_dataflow_batch_sideinput_9_runtime | - |
728.86 | 780.8 | 7.13 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 99.0 |
95.8 | -3.23 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_bqio_write_10GB_results | bqio_write_10GB_results_runtime | - | 263.71
| 276.6 | 4.89 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_direct_microbenchmarks | fn_api_runner_microbenchmark_runtime_sec | - |
91.9 | 96.15 | 4.62 |
python_direct_microbenchmarks | teststream_microbenchmark_runtime_sec | - |
331.84 | 344.31 | 3.76 |
python_spanner_write_2GB_results | pyspanner_write_2GB_results_runtime | - |
1616.86 | 1724.6 | 6.66 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spannerio_read_2GB_results | pyspanner_read_2GB_results_runtime | - |
26.71 | 32.2 | 20.53 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_cogbk_1 | python_dataflow_streaming_cogbk_1_runtime | - |
691.71 | 660.4 | -4.53 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
429.14 | 422.0 | -1.66 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_3 | python_dataflow_streaming_cogbk_3_runtime | - |
491.57 | 481.2 | -2.11 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
407.14 | 406.6 | -0.13 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 76.86 |
73.2 | -4.76 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 548.57
| 539.4 | -1.67 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 550.71
| 568.8 | 3.28 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
243.86 | 248.2 | 1.78 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
2878.71 | 2782.2 | -3.35 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_dataflow_streaming_pardo_3_runtime | - |
212.29 | 197.2 | -7.11 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
493.33 | 457.5 | -7.26 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
textioit_hdfs_results | read_time | - | 19.76 | 18.74 | -5.18 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | write_time | - | 31.24 | 30.71 | -1.71 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | read_time | - | 20.13 | 20.94 | 4.0 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | write_time | - | 30.48 | 32.22 | 5.71 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | read_time | - | 15.9 | 15.1 | -5.03 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | write_time | - | 21.03 | 20.19 | -3.96 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
wordcount_py37_results | runtime | - | 823.7 | 828.04 | 0.53 |
[[1]](http://metrics.beam.apache.org/d/1cnwVDkGk)
xmlioit_hdfs_results | read_time | - | 21.71 | 21.68 | -0.13 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_hdfs_results | write_time | - | 22.41 | 23.44 | 4.63 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | read_time | - | 23.77 | 22.95 | -3.42 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | write_time | - | 23.48 | 23.86 | 1.62 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_0_batch | RuntimeMs | DataflowRunner | 24388.3 | 25343.49 | 3.92 |
[[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_0_batch | RuntimeMs | DirectRunner | 4534.68 | 4507.87 | -0.59 |
[[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_0_batch | RuntimeMs | FlinkRunner | 1099.43 | 1095.96 | -0.32 |
[[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_batch | RuntimeMs | SparkRunner | 1273.05 | 1276.39 | 0.26 |
[[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 | SparkStructuredStreamingRunner | 1645.71 |
1616.55 | -1.77 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_batch | RuntimeMs | DataflowRunner | 30277.68 | 30182.45 | -0.31
| [[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 | 5657.46 | 5701.13 | 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/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_batch | RuntimeMs | SparkRunner | 3261.41 | 3208.09 | -1.63 |
[[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_0_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 2959.95 |
2824.75 | -4.57 | [[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_0_sql_streaming | RuntimeMs | DataflowRunner | 22673.25 | 22635.82 |
-0.17 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_streaming | RuntimeMs | DirectRunner | 15795.61 | 15719.39 |
-0.48 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_streaming | RuntimeMs | FlinkRunner | 1656.93 | 1696.14 | 2.37 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | DataflowRunner | 38281.2 | 38120.11 | -0.42
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | DirectRunner | 12122.79 | 11986.35 | -1.13 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | FlinkRunner | 1437.36 | 1408.52 | -2.01 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_batch | RuntimeMs | DataflowRunner | 113478.57 | 115273.86 |
1.58 | [[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_batch | RuntimeMs | DirectRunner | 6805.82 | 6773.26 | -0.48
| [[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_0_zetasql_streaming | RuntimeMs | DataflowRunner | 64857.64 | 65735.59
| 1.35 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_streaming | RuntimeMs | DirectRunner | 17419.71 | 17451.22 |
0.18 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_streaming | RuntimeMs | FlinkRunner | 3259.86 | 3275.09 |
0.47 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_batch | RuntimeMs | DataflowRunner | 45106.81 | 44937.31 | -0.38 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_10_batch | RuntimeMs | DirectRunner | 10475.71 | 10501.04 | 0.24 |
[[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 | FlinkRunner | 568.43 | 566.61 | -0.32 |
[[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_10_batch | RuntimeMs | SparkRunner | 739.36 | 729.7 | -1.31 |
[[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_10_batch | RuntimeMs | SparkStructuredStreamingRunner | 1034.54 |
1026.41 | -0.79 | [[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_streaming | RuntimeMs | DataflowRunner | 108781.72 | 105361.39 |
-3.14 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | DirectRunner | 44306.0 | 44304.83 | -0.0 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1385.86 | 1402.65 | 1.21 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | DataflowRunner | 35966.84 | 36745.32 | 2.16 |
[[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_11_batch | RuntimeMs | DirectRunner | 3848.46 | 3833.13 | -0.4 |
[[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_11_batch | RuntimeMs | FlinkRunner | 316.75 | 323.48 | 2.12 |
[[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 | SparkRunner | 1391.64 | 1399.05 | 0.53 |
[[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_11_batch | RuntimeMs | SparkStructuredStreamingRunner | 1010.23 |
1028.64 | 1.82 | [[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_11_streaming | RuntimeMs | DataflowRunner | 181531.13 | 185450.31 |
2.16 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_streaming | RuntimeMs | DirectRunner | 10633.21 | 10668.26 | 0.33 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_streaming | RuntimeMs | FlinkRunner | 1333.46 | 1314.87 | -1.39 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_batch | RuntimeMs | DataflowRunner | 16180.95 | 16674.47 | 3.05 |
[[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 | 2677.71 | 2650.09 | -1.03 |
[[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_12_batch | RuntimeMs | FlinkRunner | 167.46 | 165.13 | -1.39 |
[[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_12_batch | RuntimeMs | SparkRunner | 917.75 | 900.3 | -1.9 |
[[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_12_batch | RuntimeMs | SparkStructuredStreamingRunner | 851.3 | 829.34
| -2.58 | [[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_12_streaming | RuntimeMs | DataflowRunner | 92564.34 | 93834.01 | 1.37
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_streaming | RuntimeMs | DirectRunner | 9248.71 | 9276.52 | 0.3 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_streaming | RuntimeMs | FlinkRunner | 650.64 | 639.91 | -1.65 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_batch | RuntimeMs | DataflowRunner | 29779.57 | 30548.73 | 2.58 |
[[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_batch | RuntimeMs | DirectRunner | 3458.96 | 3218.52 | -6.95 |
[[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_batch | RuntimeMs | FlinkRunner | 400.64 | 392.39 | -2.06 |
[[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_13_batch | RuntimeMs | SparkRunner | 347.59 | 352.75 | 1.48 |
[[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_13_batch | RuntimeMs | SparkStructuredStreamingRunner | 539.02 | 531.7
| -1.36 | [[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_13_sql_batch | RuntimeMs | DataflowRunner | 53160.14 | 53911.73 | 1.41
| [[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_13_sql_batch | RuntimeMs | DirectRunner | 9118.57 | 9107.61 | -0.12 |
[[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_13_sql_batch | RuntimeMs | SparkRunner | 3454.7 | 3448.5 | -0.18 |
[[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 | SparkStructuredStreamingRunner | 3053.66 |
3005.36 | -1.58 | [[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_13_sql_streaming | RuntimeMs | DataflowRunner | 35969.36 | 34566.32 |
-3.9 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_streaming | RuntimeMs | DirectRunner | 19004.14 | 19189.13 |
0.97 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_streaming | RuntimeMs | FlinkRunner | 27898.43 | 27899.59 | 0.0
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | DataflowRunner | 24582.07 | 25030.36 | 1.82
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | DirectRunner | 10082.79 | 9983.87 | -0.98 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | FlinkRunner | 26694.11 | 26704.39 | 0.04 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_batch | RuntimeMs | DataflowRunner | 260133.96 | 263021.32
| 1.11 | [[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_13_zetasql_batch | RuntimeMs | DirectRunner | 10100.43 | 10259.48 |
1.57 | [[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_streaming | RuntimeMs | DataflowRunner | 108663.82 |
107252.73 | -1.3 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_streaming | RuntimeMs | DirectRunner | 21640.0 | 21164.39 |
-2.2 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_streaming | RuntimeMs | FlinkRunner | 33014.89 | 31370.36 |
-4.98 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | DataflowRunner | 57601.86 | 58684.18 | 1.88 |
[[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_14_batch | RuntimeMs | DirectRunner | 4172.57 | 4133.09 | -0.95 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_14_batch | RuntimeMs | FlinkRunner | 475.96 | 477.39 | 0.3 |
[[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_14_batch | RuntimeMs | SparkRunner | 902.23 | 908.7 | 0.72 |
[[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_14_batch | RuntimeMs | SparkStructuredStreamingRunner | 947.52 | 929.2
| -1.93 | [[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_14_streaming | RuntimeMs | DataflowRunner | 120372.04 | 121059.45 |
0.57 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_streaming | RuntimeMs | DirectRunner | 12215.68 | 12320.83 | 0.86 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_streaming | RuntimeMs | FlinkRunner | 1724.43 | 1711.57 | -0.75 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_15_batch | RuntimeMs | DataflowRunner | 42343.22 | 42783.44 | 1.04 |
[[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_15_batch | RuntimeMs | DirectRunner | 15917.64 | 15795.65 | -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_15_batch | RuntimeMs | FlinkRunner | 423.82 | 430.13 | 1.49 |
[[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_15_batch | RuntimeMs | SparkRunner | 1594.84 | 1602.7 | 0.49 |
[[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_15_batch | RuntimeMs | SparkStructuredStreamingRunner | 1376.98 |
1358.09 | -1.37 | [[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 | DataflowRunner | 48494.93 | 49438.0 | 1.94 |
[[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_16_batch | RuntimeMs | DirectRunner | 86737.93 | 86260.48 | -0.55 |
[[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_16_batch | RuntimeMs | FlinkRunner | 204.68 | 213.22 | 4.17 |
[[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_16_batch | RuntimeMs | SparkRunner | 1322.71 | 1303.41 | -1.46 |
[[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 | 1200.8 |
1206.25 | 0.45 | [[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_streaming | RuntimeMs | DataflowRunner | 97381.98 | 96590.57 |
-0.81 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_streaming | RuntimeMs | DirectRunner | 132206.89 | 124309.83 |
-5.97 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_streaming | RuntimeMs | FlinkRunner | 415.11 | 423.96 | 2.13 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | DataflowRunner | 18642.42 | 18990.32 | 1.87 |
[[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_1_batch | RuntimeMs | DirectRunner | 3081.75 | 3077.13 | -0.15 |
[[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_batch | RuntimeMs | FlinkRunner | 324.04 | 326.96 | 0.9 |
[[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_1_batch | RuntimeMs | SparkRunner | 441.66 | 446.86 | 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/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_batch | RuntimeMs | SparkStructuredStreamingRunner | 599.86 | 597.82
| -0.34 | [[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_1_sql_batch | RuntimeMs | DataflowRunner | 27265.39 | 27357.27 | 0.34
| [[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_1_sql_batch | RuntimeMs | DirectRunner | 3504.43 | 3576.39 | 2.05 |
[[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_1_sql_batch | RuntimeMs | SparkRunner | 2449.59 | 2452.57 | 0.12 |
[[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_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1774.12 |
1675.3 | -5.57 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_1_sql_streaming | RuntimeMs | DataflowRunner | 20630.14 | 20040.45 |
-2.86 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_streaming | RuntimeMs | DirectRunner | 11518.54 | 11477.52 |
-0.36 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_streaming | RuntimeMs | FlinkRunner | 680.68 | 695.18 | 2.13 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | DataflowRunner | 28668.88 | 28378.24 | -1.01
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | DirectRunner | 8206.04 | 8172.57 | -0.41 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | FlinkRunner | 600.46 | 625.65 | 4.19 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | DataflowRunner | 12598.7 | 13216.53 | 4.9 |
[[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 | DirectRunner | 1297.64 | 1289.83 | -0.6 |
[[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_batch | RuntimeMs | FlinkRunner | 213.25 | 201.83 | -5.36 |
[[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_2_batch | RuntimeMs | SparkRunner | 315.14 | 320.3 | 1.64 |
[[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_2_batch | RuntimeMs | SparkStructuredStreamingRunner | 476.93 | 463.73
| -2.77 | [[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_2_sql_batch | RuntimeMs | DataflowRunner | 18875.29 | 18890.95 | 0.08
| [[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_2_sql_batch | RuntimeMs | DirectRunner | 1545.93 | 1582.78 | 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/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_2_sql_batch | RuntimeMs | SparkRunner | 765.18 | 777.34 | 1.59 |
[[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_2_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1008.8 |
989.82 | -1.88 | [[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_sql_streaming | RuntimeMs | DataflowRunner | 13815.86 | 13523.95 |
-2.11 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_streaming | RuntimeMs | DirectRunner | 6859.36 | 6819.3 | -0.58
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | FlinkRunner | 410.75 | 397.68 | -3.18 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | DataflowRunner | 18351.23 | 18799.73 | 2.44
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | DirectRunner | 5184.18 | 5179.22 | -0.1 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | FlinkRunner | 253.57 | 264.48 | 4.3 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_batch | RuntimeMs | DataflowRunner | 68933.71 | 69355.59 |
0.61 | [[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_zetasql_batch | RuntimeMs | DirectRunner | 2802.36 | 2834.87 | 1.16
| [[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_2_zetasql_streaming | RuntimeMs | DataflowRunner | 39609.07 | 37190.82
| -6.11 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_streaming | RuntimeMs | DirectRunner | 8326.61 | 8241.13 |
-1.03 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_streaming | RuntimeMs | FlinkRunner | 1165.89 | 1163.73 |
-0.19 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_batch | RuntimeMs | DataflowRunner | 19910.25 | 21256.32 | 6.76 |
[[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_batch | RuntimeMs | DirectRunner | 2943.43 | 2954.3 | 0.37 |
[[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_batch | RuntimeMs | FlinkRunner | 1118.36 | 1084.48 | -3.03 |
[[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_3_batch | RuntimeMs | SparkRunner | 2117.34 | 2108.39 | -0.42 |
[[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_sql_batch | RuntimeMs | DataflowRunner | 22590.71 | 22591.41 | 0.0 |
[[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_batch | RuntimeMs | DirectRunner | 3351.21 | 3365.17 | 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/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_sql_batch | RuntimeMs | SparkRunner | 3585.11 | 3568.2 | -0.47 |
[[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_3_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 3076.5 |
3016.05 | -1.97 | [[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_streaming | RuntimeMs | DataflowRunner | 31727.89 | 31161.82 |
-1.78 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_streaming | RuntimeMs | DirectRunner | 8579.21 | 8531.74 | -0.55
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_streaming | RuntimeMs | FlinkRunner | 942.68 | 949.45 | 0.72 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DataflowRunner | 44668.9 | 44132.56 | -1.2 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_streaming | RuntimeMs | DirectRunner | 7746.21 | 7692.61 | -0.69 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 521.29 | 504.74 | -3.17 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_batch | RuntimeMs | DataflowRunner | 55239.0 | 55661.86 |
0.77 | [[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 | 3728.07 | 3764.3 | 0.97 |
[[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_zetasql_streaming | RuntimeMs | DataflowRunner | 45337.0 | 41175.59
| -9.18 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_streaming | RuntimeMs | DirectRunner | 9045.25 | 8994.65 |
-0.56 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_streaming | RuntimeMs | FlinkRunner | 1189.5 | 1184.95 |
-0.38 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | DataflowRunner | 25560.07 | 27082.86 | 5.96 |
[[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_4_batch | RuntimeMs | DirectRunner | 2501.89 | 2422.61 | -3.17 |
[[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_4_batch | RuntimeMs | FlinkRunner | 964.89 | 937.04 | -2.89 |
[[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_4_batch | RuntimeMs | SparkRunner | 1034.36 | 1052.39 | 1.74 |
[[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_4_batch | RuntimeMs | SparkStructuredStreamingRunner | 2235.89 |
2197.8 | -1.7 | [[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_4_streaming | RuntimeMs | DataflowRunner | 50165.0 | 49763.82 | -0.8 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | DirectRunner | 2816.86 | 2831.43 | 0.52 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | FlinkRunner | 1036.82 | 1016.13 | -2.0 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | DataflowRunner | 31092.06 | 31845.1 | 2.42 |
[[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_5_batch | RuntimeMs | DirectRunner | 10177.89 | 10103.04 | -0.74 |
[[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_5_batch | RuntimeMs | FlinkRunner | 759.29 | 743.74 | -2.05 |
[[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_5_batch | RuntimeMs | SparkRunner | 1535.66 | 1558.82 | 1.51 |
[[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_5_batch | RuntimeMs | SparkStructuredStreamingRunner | 1674.18 |
1633.61 | -2.42 | [[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_5_streaming | RuntimeMs | DataflowRunner | 209559.0 | 209601.25 | 0.02
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_streaming | RuntimeMs | DirectRunner | 22341.86 | 21659.17 | -3.06 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_streaming | RuntimeMs | FlinkRunner | 1510.11 | 1379.09 | -8.68 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | DataflowRunner | 22912.39 | 24831.0 | 8.37 |
[[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_6_batch | RuntimeMs | DirectRunner | 1822.71 | 1837.39 | 0.81 |
[[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_6_batch | RuntimeMs | FlinkRunner | 611.75 | 586.83 | -4.07 |
[[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_6_batch | RuntimeMs | SparkRunner | 702.32 | 712.52 | 1.45 |
[[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_6_batch | RuntimeMs | SparkStructuredStreamingRunner | 957.62 | 952.57
| -0.53 | [[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_6_streaming | RuntimeMs | DataflowRunner | 35108.0 | 36898.68 | 5.1 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | DirectRunner | 2166.04 | 2117.35 | -2.25 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_streaming | RuntimeMs | FlinkRunner | 674.07 | 635.61 | -5.71 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | DataflowRunner | 45180.86 | 47179.09 | 4.42 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_7_batch | RuntimeMs | DirectRunner | 19134.5 | 18640.0 | -2.58 |
[[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 | FlinkRunner | 606.71 | 615.09 | 1.38 |
[[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_7_batch | RuntimeMs | SparkRunner | 1449.07 | 1427.68 | -1.48 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 2226.32 |
2194.16 | -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/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_batch | RuntimeMs | DataflowRunner | 72749.43 | 72478.14 | -0.37
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_7_sql_batch | RuntimeMs | DirectRunner | 418815.18 | 275307.39 |
-34.27 | [[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 | 7269.57 | 7180.82 | -1.22 |
[[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 | SparkStructuredStreamingRunner | 6058.75 |
5947.14 | -1.84 | [[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_7_sql_streaming | RuntimeMs | DataflowRunner | 975193.86 | 960688.36 |
-1.49 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 1153559.21 | 734511.17 |
-36.33 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_streaming | RuntimeMs | FlinkRunner | 3544.5 | 3455.05 | -2.52 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | DataflowRunner | 127087.11 | 126114.11 |
-0.77 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | DirectRunner | 862634.39 | 861700.09 | -0.11
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | FlinkRunner | 11050.68 | 11109.17 | 0.53 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_batch | RuntimeMs | DataflowRunner | 18733.45 | 19047.17 | 1.67 |
[[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_batch | RuntimeMs | DirectRunner | 2461.68 | 2351.35 | -4.48 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_8_batch | RuntimeMs | FlinkRunner | 483.14 | 466.7 | -3.4 |
[[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_8_batch | RuntimeMs | SparkRunner | 1462.29 | 1448.2 | -0.96 |
[[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_8_batch | RuntimeMs | SparkStructuredStreamingRunner | 1095.88 |
1090.57 | -0.48 | [[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_8_streaming | RuntimeMs | DataflowRunner | 61260.98 | 62494.89 | 2.01
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_streaming | RuntimeMs | DirectRunner | 7153.46 | 7236.04 | 1.15 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | FlinkRunner | 473.57 | 492.17 | 3.93 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | DataflowRunner | 22479.61 | 23956.05 | 6.57 |
[[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_9_batch | RuntimeMs | DirectRunner | 1440.36 | 1419.65 | -1.44 |
[[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_9_batch | RuntimeMs | FlinkRunner | 297.07 | 293.65 | -1.15 |
[[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_9_batch | RuntimeMs | SparkRunner | 556.39 | 560.61 | 0.76 |
[[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_9_batch | RuntimeMs | SparkStructuredStreamingRunner | 766.36 | 740.39
| -3.39 | [[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_9_streaming | RuntimeMs | DataflowRunner | 30900.43 | 31399.45 | 1.61
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | DirectRunner | 1769.68 | 1803.35 | 1.9 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | FlinkRunner | 398.5 | 382.96 | -3.9 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)