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Posted to dev@beam.apache.org by be...@gmail.com on 2025/03/18 11:03:13 UTC
Beam Metrics Report 2025-03-18
# Beam Metrics Report
Color legend: >= 20 | >= 10 | <= -10 | <= -20
---|---|---|---
## Possible regression
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
cdapioit_results | write_time | - | 27.53 | 32.05 | 16.42 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | write_time | - | 233.94 | 262.85 | 12.36 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_cogbk_2 | dataflow_runtime | - | 136.26 | 155.52 | 14.14 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_2 | flink_runtime | - | 2.3 | 3.29 | 42.81 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_3 | flink_runtime | - | 1.65 | 5.92 | 258.4 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_4 | dataflow_runtime | - | 105.65 | 124.35 | 17.69 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_gbk_1 | dataflow_runtime | - | 378.3 | 455.63 | 20.44 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_2 | dataflow_runtime | - | 90.18 | 105.06 | 16.51 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_3 | flink_runtime | - | 1.34 | 2.08 | 55.05 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_4 | dataflow_runtime | - | 47.68 | 52.92 | 10.99 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | flink_runtime | - | 3.65 | 4.19 | 14.74 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | dataflow_runtime | - | 94.85 | 117.17 | 23.53 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | flink_runtime | - | 1.51 | 2.3 | 52.55 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_7 | dataflow_runtime | - | 105.09 | 124.82 | 18.77 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_pardo_1 | dataflow_runtime | - | 81.2 | 94.39 | 16.24 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | dataflow_runtime | - | 60.0 | 72.71 | 21.19 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | dataflow_runtime | - | 67.11 | 76.85 | 14.52 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_cogbk_1 | dataflow_runtime_sec | - | 41.19 | 48.18 | 16.95 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 41.18 | 50.55 |
22.74 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 38.79 | 48.95 |
26.19 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_runtime_sec | - | 41.23 | 46.13 | 11.87 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 40.36 | 49.57 |
22.84 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 39.09 | 46.84 |
19.84 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_runtime_sec | - | 13.8 | 16.37 | 18.63 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 13.69 | 15.51 |
13.25 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 12.27 | 13.63
| 11.06 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_runtime_sec | - | 13.82 | 17.88 | 29.39 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 13.07 | 15.58 |
19.24 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 15.52 | 19.39 |
24.97 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 12.45 | 14.5 |
16.42 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_3 | dataflow_runtime_sec | - | 22.46 | 34.22 | 52.38 |
java_batch_gbk_1 | dataflow_runtime_sec | - | 114.83 | 132.15 | 15.09 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java11_runtime_sec | - | 83.43 | 92.25 | 10.57
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java11_runtime_sec | - | 33.99 | 38.24 | 12.5 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java17_runtime_sec | - | 34.52 | 38.84 | 12.5 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java11_runtime_sec | - | 12.6 | 15.77 | 25.09 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 10.16 | 11.42 |
12.49 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_runtime_sec | - | 44.39 | 49.37 | 11.21 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java11_runtime_sec | - | 30.3 | 35.36 | 16.69 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | dataflow_v2_java11_runtime_sec | - | 11.65 | 13.48 |
15.72 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java17_runtime_sec | - | 12.06 | 13.7 | 13.53
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java11_runtime_sec | - | 60.48 | 73.64 |
21.76 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java17_runtime_sec | - | 66.32 | 86.43 |
30.32 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | sparkstructuredstreaming_runtime_sec | - | 87.32 | 100.31
| 14.87 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 14.96 | 17.18 | 14.84 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java11_runtime_sec | - | 11.22 | 13.54 |
20.73 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 26.57 | 35.31 | 32.89 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java11_runtime_sec | - | 26.87 | 30.89 |
14.98 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java17_runtime_sec | - | 22.58 | 36.77 |
62.85 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_gbk_2 | dataflow_v2_java11_runtime_sec | - | 1749.91 | 1958.67
| 11.93 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java11_runtime_sec | - | 35.79 | 40.57 |
13.35 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_runtime_sec | - | 222.29 | 799.66 | 259.73 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java17_runtime_sec | - | 482.53 | 701.05 |
45.29 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java17_runtime_sec | - | 56.38 | 75.56 |
34.03 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_1 | dataflow_v2_java11_runtime_sec | - | 23.11 | 30.58 |
32.33 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java17_runtime_sec | - | 24.76 | 32.13 |
29.75 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java11_runtime_sec | - | 123.29 | 136.1 |
10.39 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java17_runtime_sec | - | 117.93 | 132.99
| 12.77 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_runtime_sec | - | 15.81 | 59.21 | 274.65 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java11_runtime_sec | - | 24.62 | 32.73 |
32.96 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java17_runtime_sec | - | 29.54 | 33.05 |
11.85 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_runtime_sec | - | 30.67 | 34.56 | 12.68 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java11_runtime_sec | - | 49.0 | 59.37 |
21.17 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java17_runtime_sec | - | 46.23 | 52.69 |
13.96 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
kafkaioit_results | read_time | - | 409.29 | 510.98 | 24.85 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | read_time | - | 12.6 | 14.86 | 17.9 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | write_time | - | 51.2 | 59.61 | 16.42 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | read_time | - | 27.19 | 30.1 | 10.68 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | write_time | - | 44.8 | 49.52 | 10.51 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | read_time | - | 79.27 | 88.86 | 12.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | write_time | - | 129.69 | 150.52 | 16.07 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 116.14 |
128.8 | 10.9 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_4 | python_dataflow_batch_cogbk_4_runtime | - | 97.43 |
107.6 | 10.44 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_2 | python_dataflow_batch_combine_2_runtime | - | 16.57 |
22.2 | 33.97 |
python_batch_combine_3 | python_dataflow_batch_combine_3_runtime | - | 16.29 |
25.4 | 55.96 |
python_batch_gbk_1 | python_dataflow_batch_gbk_1_runtime | - | 865.57 | 1000.6
| 15.6 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 12.14 | 14.8 |
21.88 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 95.86 |
106.0 | 10.58 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_4 | python_dataflow_batch_sideinput_4_runtime | - |
29.29 | 32.6 | 11.32 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - |
2.71 | 3.0 | 10.53 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - |
2.43 | 3.6 | 48.24 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 99.71 | 113.83 |
14.16 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 235.43
| 384.2 | 63.19 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
197.14 | 283.4 | 43.75 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
1413.57 | 1637.0 | 15.81 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
textioit_hdfs_results | read_time | - | 14.57 | 18.52 | 27.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | write_time | - | 27.74 | 35.07 | 26.41 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | read_time | - | 15.78 | 19.37 | 22.71 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | read_time | - | 23.88 | 27.56 | 15.44 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | write_time | - | 21.24 | 23.42 | 10.28 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_13_sql_batch | RuntimeMs | DataflowRunner | 51700.07 | 58334.32 |
12.83 | [[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_batch | RuntimeMs | FlinkRunner | 4643.71 | 5255.41 | 13.17
| [[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_zetasql_streaming | RuntimeMs | FlinkRunner | 4910.54 | 5525.05 |
12.51 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_15_batch | RuntimeMs | DirectRunner | 21993.62 | 24607.18 | 11.88 |
[[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_16_batch | RuntimeMs | DirectRunner | 105426.59 | 120628.95 | 14.42 |
[[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 | DirectRunner | 14228.9 | 16415.73 | 15.37 |
[[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_5_streaming | RuntimeMs | DataflowRunner | 98407.26 | 108352.23 |
10.11 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
## Possible improvement
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
go_batch_cogbk_1 | flink_runtime | - | 2.62 | 2.05 | -22.03 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_combine_3 | flink_runtime | - | 4.27 | 3.69 | -13.56 |
go_batch_gbk_4 | flink_runtime | - | 5.14 | 4.44 | -13.56 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 15.14 | 12.89 |
-14.85 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_2 | dataflow_runtime_sec | - | 34.38 | 27.94 | -18.72 |
java_batch_combine_3 | sparkstructuredstreaming_runtime_sec | - | 69.33 |
55.74 | -19.61 |
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 81.72 | 65.83 |
-19.44 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java17_runtime_sec | - | 15.65 | 11.31 | -27.75
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java17_runtime_sec | - | 18.17 | 16.2 | -10.82
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 64.96 | 53.47 |
-17.69 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 69.23 | 52.99 |
-23.45 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 49.92 | 33.52 |
-32.86 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | sparkstructuredstreaming_runtime_sec | - | 46.48 | 30.45 |
-34.48 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 17.27 | 15.47
| -10.42 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_combine_1 | dataflow_runtime_sec | - | 458.98 | 411.04 | -10.45
| [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_gbk_5 | dataflow_v2_java17_runtime_sec | - | 578.2 | 435.0 |
-24.77 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_2 | dataflow_runtime_sec | - | 348.92 | 308.25 | -11.66 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
jdbcioit_results | write_time | - | 44.03 | 38.42 | -12.73 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
null_directread_pushdown | read_time | - | 8.74 | 7.64 | -12.63 |
python_batch_cogbk_1 | python_flink_batch_cogbk_1_runtime | - | 4890.71 |
3993.2 | -18.35 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_2 | python_flink_batch_cogbk_2_runtime | - | 4813.71 |
3677.3 | -23.61 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_5 | python_flink_batch_combine_5_runtime | - | 111.29 |
93.2 | -16.25 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_sideinput_1 | python_dataflow_batch_sideinput_1_runtime | - |
2.86 | 2.4 | -16.0 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_9 | python_dataflow_batch_sideinput_9_runtime | - |
907.71 | 799.2 | -11.95 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
128.14 | 114.8 | -10.41 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 49.0 |
43.8 | -10.61 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 363.43
| 300.0 | -17.45 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
3171.0 | 2282.2 | -28.03 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_dataflow_streaming_pardo_3_runtime | - |
128.43 | 107.8 | -16.06 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
nexmark_0_batch | RuntimeMs | FlinkRunner | 2278.96 | 1837.68 | -19.36 |
[[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_0_sql_batch | RuntimeMs | FlinkRunner | 2545.71 | 1997.0 | -21.55 |
[[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 | SparkStructuredStreamingRunner | 3159.48 |
2344.95 | -25.78 | [[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_streaming | RuntimeMs | DirectRunner | 30547.17 | 23284.73 |
-23.77 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | FlinkRunner | 4667.07 | 2952.41 | -36.74 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_batch | RuntimeMs | SparkStructuredStreamingRunner | 6427.48
| 5711.59 | -11.14 | [[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_zetasql_streaming | RuntimeMs | DirectRunner | 32949.38 | 25059.5 |
-23.95 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | FlinkRunner | 485.93 | 376.73 | -22.47 |
[[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_11_streaming | RuntimeMs | FlinkRunner | 2342.64 | 1844.91 | -21.25 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | FlinkRunner | 328.11 | 274.86 | -16.23 |
[[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_12_streaming | RuntimeMs | FlinkRunner | 713.18 | 638.82 | -10.43 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | DirectRunner | 4380.97 | 3649.95 | -16.69 |
[[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_batch | RuntimeMs | FlinkRunner | 720.36 | 636.86 | -11.59 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_13_batch | RuntimeMs | SparkStructuredStreamingRunner | 2030.62 |
1516.27 | -25.33 | [[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_13_sql_batch | RuntimeMs | FlinkRunner | 2663.11 | 1783.23 | -33.04 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 3532.72 |
2691.27 | -23.82 | [[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_streaming | RuntimeMs | FlinkRunner | 2468.79 | 2080.41 | -15.73 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_batch | RuntimeMs | SparkRunner | 6193.48 | 5076.14 |
-18.04 | [[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_14_batch | RuntimeMs | FlinkRunner | 806.21 | 671.5 | -16.71 |
[[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_14_batch | RuntimeMs | SparkStructuredStreamingRunner | 1703.17 |
1390.23 | -18.37 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_15_batch | RuntimeMs | FlinkRunner | 716.43 | 637.32 | -11.04 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_15_batch | RuntimeMs | SparkStructuredStreamingRunner | 1499.14 |
1328.27 | -11.4 | [[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_16_batch | RuntimeMs | FlinkRunner | 577.25 | 434.32 | -24.76 |
[[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_16_batch | RuntimeMs | SparkStructuredStreamingRunner | 971.93 |
857.64 | -11.76 | [[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_16_streaming | RuntimeMs | FlinkRunner | 627.36 | 476.32 | -24.08 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_batch | RuntimeMs | DirectRunner | 4633.0 | 4127.86 | -10.9 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_batch | RuntimeMs | FlinkRunner | 972.54 | 697.59 | -28.27 |
[[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_1_batch | RuntimeMs | SparkRunner | 863.14 | 762.32 | -11.68 |
[[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_1_sql_batch | RuntimeMs | FlinkRunner | 1284.07 | 944.55 | -26.44 |
[[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_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1671.07 |
977.14 | -41.53 | [[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_streaming | RuntimeMs | DirectRunner | 20717.72 | 16043.73 |
-22.56 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_streaming | RuntimeMs | FlinkRunner | 1371.39 | 1016.91 | -25.85 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_batch | RuntimeMs | DirectRunner | 2182.48 | 1863.05 | -14.64 |
[[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_batch | RuntimeMs | FlinkRunner | 451.5 | 334.73 | -25.86 |
[[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_batch | RuntimeMs | SparkRunner | 512.66 | 440.64 | -14.05 |
[[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 | DirectRunner | 2685.45 | 2336.77 | -12.98 |
[[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_sql_batch | RuntimeMs | FlinkRunner | 605.71 | 515.68 | -14.86 |
[[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_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1182.79 |
957.32 | -19.06 | [[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_2_sql_streaming | RuntimeMs | DirectRunner | 11852.79 | 10432.68 |
-11.98 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | FlinkRunner | 909.93 | 767.59 | -15.64 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | FlinkRunner | 753.5 | 634.86 | -15.74 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_batch | RuntimeMs | SparkRunner | 1918.1 | 1661.32 | -13.39
| [[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_2_zetasql_batch | RuntimeMs | SparkStructuredStreamingRunner | 2694.76
| 2370.0 | -12.05 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_streaming | RuntimeMs | DirectRunner | 14842.72 | 12404.18 |
-16.43 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_batch | RuntimeMs | FlinkRunner | 2901.75 | 2023.82 | -30.26 |
[[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_batch | RuntimeMs | SparkRunner | 4293.9 | 3505.82 | -18.35 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_sql_streaming | RuntimeMs | DirectRunner | 14504.45 | 12356.27 |
-14.81 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 1207.57 | 1082.05 | -10.39 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | DirectRunner | 15333.9 | 13239.18 |
-13.66 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | FlinkRunner | 2155.07 | 1415.27 | -34.33 |
[[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_4_batch | RuntimeMs | SparkRunner | 2485.17 | 1924.91 | -22.54 |
[[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_5_batch | RuntimeMs | FlinkRunner | 1749.32 | 1378.23 | -21.21 |
[[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 | SparkRunner | 2959.66 | 2472.64 | -16.46 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | DirectRunner | 31299.17 | 27993.77 | -10.56
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_batch | RuntimeMs | FlinkRunner | 1113.04 | 805.32 | -27.65 |
[[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_7_batch | RuntimeMs | DirectRunner | 26640.83 | 22218.55 | -16.6 |
[[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_7_batch | RuntimeMs | FlinkRunner | 1799.89 | 1068.95 | -40.61 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 2085.52 |
1759.32 | -15.64 | [[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_7_sql_batch | RuntimeMs | DirectRunner | 275459.59 | 194530.41 |
-29.38 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_batch | RuntimeMs | FlinkRunner | 5608.11 | 4754.23 | -15.23 |
[[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 | SparkStructuredStreamingRunner | 12747.1 |
10242.27 | -19.65 | [[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 | FlinkRunner | 5929.04 | 5073.05 | -14.44
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_batch | RuntimeMs | DirectRunner | 3248.9 | 2802.95 | -13.73 |
[[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_8_batch | RuntimeMs | FlinkRunner | 877.82 | 700.23 | -20.23 |
[[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_8_streaming | RuntimeMs | FlinkRunner | 757.5 | 582.55 | -23.1 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | FlinkRunner | 548.96 | 465.68 | -15.17 |
[[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_9_batch | RuntimeMs | SparkRunner | 1068.66 | 895.55 | -16.2 |
[[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_streaming | RuntimeMs | FlinkRunner | 484.61 | 355.45 | -26.65 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
tpcds_query10_Calcite_1GB | RuntimeMs | SparkRunner | 68367.46 | 56299.27 |
-17.65 | [[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 | 25499.54 | 21736.36 |
-14.76 | [[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_query35_Calcite_1GB | RuntimeMs | FlinkRunner | 29630.79 | 26366.32 |
-11.02 | [[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_query38_Calcite_1GB | RuntimeMs | FlinkRunner | 22232.0 | 18959.82 |
-14.72 | [[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_query3_Calcite_1GB | RuntimeMs | SparkRunner | 44941.79 | 38569.91 |
-14.18 | [[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_query42_Calcite_1GB | RuntimeMs | FlinkRunner | 22750.0 | 16001.23 |
-29.66 | [[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_query42_Calcite_1GB | RuntimeMs | SparkRunner | 23644.96 | 20818.45 |
-11.95 | [[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_query52_Calcite_1GB | RuntimeMs | FlinkRunner | 19250.93 | 16643.59 |
-13.54 | [[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 | SparkRunner | 25540.18 | 18987.64 |
-25.66 | [[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 | SparkRunner | 25205.36 | 18874.0 |
-25.12 | [[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_query69_Calcite_1GB | RuntimeMs | FlinkRunner | 30243.04 | 26534.59 |
-12.26 | [[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 | SparkRunner | 67417.36 | 54483.95 |
-19.18 | [[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 | FlinkRunner | 41587.89 | 32549.64 |
-21.73 | [[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 | 44228.11 | 36037.64 |
-18.52 | [[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_query7_Calcite_1GB | RuntimeMs | SparkRunner | 47020.46 | 40645.05 |
-13.56 | [[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_query83_Calcite_1GB | RuntimeMs | FlinkRunner | 11591.04 | 10183.68 |
-12.14 | [[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 | SparkRunner | 11284.04 | 9567.41 |
-15.21 | [[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 | SparkRunner | 33853.32 | 28124.59 |
-16.92 | [[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 | 24549.64 | 19864.86 |
-19.08 | [[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 | SparkRunner | 30276.29 | 23914.59 |
-21.01 | [[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_query93_Calcite_1GB | RuntimeMs | FlinkRunner | 39058.79 | 34056.68 |
-12.81 | [[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_query93_Calcite_1GB | RuntimeMs | SparkRunner | 70094.43 | 58365.55 |
-16.73 | [[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 | 31320.71 | 26504.95 |
-15.38 | [[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 | SparkRunner | 23883.79 | 20833.18 |
-12.77 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
## All metrics
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
avroioit_hdfs_results | read_time | - | 83.68 | 84.77 | 1.31 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_hdfs_results | write_time | - | 124.47 | 133.61 | 7.34 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | read_time | - | 84.89 | 88.66 | 4.44 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | write_time | - | 120.28 | 130.73 | 8.69 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | avro_write_time | - | 29.27 | 30.21 | 3.21
| [[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | read_time | - | 33.32 | 32.89 | -1.31 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | read_time | - | 34.49 | 33.17 | -3.84 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | write_time | - | 49.34 | 50.52 | 2.39 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | read_time | - | 30.24 | 31.79 | 5.12 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | write_time | - | 209.75 | 210.99 | 0.59 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | read_time | - | 13.06 | 14.19 | 8.65 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | write_time | - | 27.53 | 32.05 | 16.42 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cloudml_benchmark_cirteo_no_shuffle_10GB | runtime_sec | - | 2485.09 | 2380.54
| -4.21 | [[1]](http://metrics.beam.apache.org/d/C9nj1oxVk)
cloudml_benchmark_criteo_10GB | runtime_sec | - | 2464.73 | 2423.91 | -1.66 |
[[1]](http://metrics.beam.apache.org/d/C9nj1oxVk)
cloudml_benchmark_criteo_small | runtime_sec | - | 1001.9 | 973.11 | -2.87 |
compressed_textioit_hdfs_results | read_time | - | 137.66 | 140.72 | 2.23 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | write_time | - | 239.61 | 254.89 | 6.38 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | read_time | - | 133.18 | 144.46 | 8.47 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | write_time | - | 233.94 | 262.85 | 12.36 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_cogbk_1 | dataflow_runtime | - | 227.81 | 233.75 | 2.61 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_1 | flink_runtime | - | 2.62 | 2.05 | -22.03 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_2 | dataflow_runtime | - | 136.26 | 155.52 | 14.14 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_2 | flink_runtime | - | 2.3 | 3.29 | 42.81 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_3 | dataflow_runtime | - | 114.23 | 121.39 | 6.27 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_3 | flink_runtime | - | 1.65 | 5.92 | 258.4 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_4 | dataflow_runtime | - | 105.65 | 124.35 | 17.69 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_combine_1 | dataflow_runtime | - | 460.84 | 484.09 | 5.04 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_1 | flink_runtime | - | 40.29 | 40.3 | 0.02 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_2 | dataflow_runtime | - | 71.29 | 71.7 | 0.58 |
go_batch_combine_2 | flink_runtime | - | 7.42 | 7.39 | -0.36 |
go_batch_combine_3 | dataflow_runtime | - | 69.93 | 68.66 | -1.8 |
go_batch_combine_3 | flink_runtime | - | 4.27 | 3.69 | -13.56 |
go_batch_gbk_1 | dataflow_runtime | - | 378.3 | 455.63 | 20.44 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_1 | flink_runtime | - | 92.57 | 93.68 | 1.21 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_2 | dataflow_runtime | - | 90.18 | 105.06 | 16.51 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_2 | flink_runtime | - | 20.33 | 19.86 | -2.32 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_3 | dataflow_runtime | - | 20.32 | 21.15 | 4.1 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_3 | flink_runtime | - | 1.34 | 2.08 | 55.05 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_4 | dataflow_runtime | - | 47.68 | 52.92 | 10.99 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_4 | flink_runtime | - | 5.14 | 4.44 | -13.56 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | dataflow_runtime | - | 41.36 | 45.16 | 9.19 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | flink_runtime | - | 3.65 | 4.19 | 14.74 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | dataflow_runtime | - | 94.85 | 117.17 | 23.53 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | flink_runtime | - | 1.51 | 2.3 | 52.55 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_7 | dataflow_runtime | - | 105.09 | 124.82 | 18.77 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_pardo_1 | dataflow_runtime | - | 81.2 | 94.39 | 16.24 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_1 | flink_runtime | - | 386.86 | 388.32 | 0.38 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | dataflow_runtime | - | 624.26 | 684.13 | 9.59 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | flink_runtime | - | 3094.98 | 3143.55 | 1.57 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | dataflow_runtime | - | 60.0 | 72.71 | 21.19 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | flink_runtime | - | 275.6 | 274.28 | -0.48 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | dataflow_runtime | - | 67.11 | 76.85 | 14.52 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | flink_runtime | - | 309.86 | 308.67 | -0.38 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_sideinput_1 | dataflow_runtime | - | 2.92 | 2.95 | 1.21 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_1 | flink_runtime | - | 7.17 | 7.65 | 6.76 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_2 | dataflow_runtime | - | 250.54 | 250.05 | -0.19 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_2 | flink_runtime | - | 6.46 | 6.26 | -3.03 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
hadoopformatioit_results | read_time | - | 14.58 | 15.99 | 9.7 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
hadoopformatioit_results | write_time | - | 25.64 | 27.28 | 6.37 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_cogbk_1 | dataflow_runtime_sec | - | 41.19 | 48.18 | 16.95 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 41.18 | 50.55 |
22.74 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 38.79 | 48.95 |
26.19 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | sparkstructuredstreaming_runtime_sec | - | 84.4 | 88.86 |
5.28 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_runtime_sec | - | 41.23 | 46.13 | 11.87 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 40.36 | 49.57 |
22.84 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 39.09 | 46.84 |
19.84 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | sparkstructuredstreaming_runtime_sec | - | 73.71 | 71.88
| -2.48 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_runtime_sec | - | 13.8 | 16.37 | 18.63 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 13.69 | 15.51 |
13.25 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 15.14 | 12.89 |
-14.85 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 12.27 | 13.63
| 11.06 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_runtime_sec | - | 13.82 | 17.88 | 29.39 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 13.07 | 15.58 |
19.24 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 15.52 | 19.39 |
24.97 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 12.45 | 14.5 |
16.42 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_1 | dataflow_runtime_sec | - | 64.5 | 64.92 | 0.66 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_1 | sparkstructuredstreaming_runtime_sec | - | 239.1 |
225.36 | -5.75 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_2 | dataflow_runtime_sec | - | 34.38 | 27.94 | -18.72 |
java_batch_combine_2 | sparkstructuredstreaming_runtime_sec | - | 61.57 |
57.28 | -6.97 |
java_batch_combine_3 | dataflow_runtime_sec | - | 22.46 | 34.22 | 52.38 |
java_batch_combine_3 | sparkstructuredstreaming_runtime_sec | - | 69.33 |
55.74 | -19.61 |
java_batch_gbk_1 | dataflow_runtime_sec | - | 114.83 | 132.15 | 15.09 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java11_runtime_sec | - | 83.43 | 92.25 | 10.57
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java17_runtime_sec | - | 77.88 | 80.83 | 3.79 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 270.27 | 248.57
| -8.03 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_runtime_sec | - | 39.59 | 38.85 | -1.84 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java11_runtime_sec | - | 33.99 | 38.24 | 12.5 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java17_runtime_sec | - | 34.52 | 38.84 | 12.5 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 81.72 | 65.83 |
-19.44 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_runtime_sec | - | 10.07 | 9.57 | -5.04 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java11_runtime_sec | - | 12.6 | 15.77 | 25.09 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java17_runtime_sec | - | 15.65 | 11.31 | -27.75
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 10.16 | 11.42 |
12.49 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 18.27 | 19.58 | 7.16 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java11_runtime_sec | - | 17.19 | 17.96 | 4.46 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java17_runtime_sec | - | 18.17 | 16.2 | -10.82
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 64.96 | 53.47 |
-17.69 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_runtime_sec | - | 19.52 | 20.44 | 4.68 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java11_runtime_sec | - | 16.39 | 17.59 | 7.37 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java17_runtime_sec | - | 15.53 | 16.79 | 8.13 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 69.23 | 52.99 |
-23.45 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_runtime_sec | - | 35.73 | 38.18 | 6.84 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java11_runtime_sec | - | 23.38 | 25.68 | 9.82 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java17_runtime_sec | - | 20.99 | 22.8 | 8.61 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 49.92 | 33.52 |
-32.86 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_runtime_sec | - | 44.39 | 49.37 | 11.21 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java11_runtime_sec | - | 30.3 | 35.36 | 16.69 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java17_runtime_sec | - | 30.3 | 32.72 | 7.97 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | sparkstructuredstreaming_runtime_sec | - | 46.48 | 30.45 |
-34.48 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | dataflow_runtime_sec | - | 19.82 | 18.74 | -5.46 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java11_runtime_sec | - | 11.65 | 13.48 |
15.72 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java17_runtime_sec | - | 12.06 | 13.7 | 13.53
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 17.27 | 15.47
| -10.42 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_runtime_sec | - | 205.49 | 216.32 | 5.27 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java11_runtime_sec | - | 60.48 | 73.64 |
21.76 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java17_runtime_sec | - | 66.32 | 86.43 |
30.32 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | sparkstructuredstreaming_runtime_sec | - | 87.32 | 100.31
| 14.87 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 14.96 | 17.18 | 14.84 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java11_runtime_sec | - | 11.22 | 13.54 |
20.73 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java17_runtime_sec | - | 11.78 | 11.47 |
-2.61 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | sparkstructuredstreaming_runtime_sec | - | 15.55 | 15.7 |
0.97 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 26.57 | 35.31 | 32.89 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java11_runtime_sec | - | 26.87 | 30.89 |
14.98 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java17_runtime_sec | - | 22.58 | 36.77 |
62.85 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | sparkstructuredstreaming_runtime_sec | - | 45.39 | 44.01
| -3.04 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_1 | dataflow_runtime_sec | - | 782.62 | 746.25 | -4.65 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 740.24 | 741.7 |
0.2 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 777.81 | 728.06
| -6.4 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_runtime_sec | - | 797.24 | 773.85 | -2.93 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 753.1 | 739.62 |
-1.79 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 729.78 | 748.35
| 2.54 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_runtime_sec | - | 108.42 | 100.8 | -7.03 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 104.92 | 108.63
| 3.54 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 106.17 | 103.69
| -2.34 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_runtime_sec | - | 108.57 | 107.85 | -0.65 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 105.71 | 113.69
| 7.54 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 102.2 | 110.04 |
7.66 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_combine_1 | dataflow_runtime_sec | - | 458.98 | 411.04 | -10.45
| [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_2 | dataflow_runtime_sec | - | 235.68 | 230.97 | -2.0 |
java_streaming_combine_3 | dataflow_runtime_sec | - | 233.69 | 224.76 | -3.82
|
java_streaming_gbk_1 | dataflow_runtime_sec | - | 649.52 | 674.3 | 3.81 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java11_runtime_sec | - | 352.18 | 352.2 |
0.01 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java17_runtime_sec | - | 346.49 | 350.11 |
1.05 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_runtime_sec | - | 706.2 | 655.45 | -7.19 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java11_runtime_sec | - | 1749.91 | 1958.67
| 11.93 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java17_runtime_sec | - | 2329.42 | 2218.14
| -4.78 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_runtime_sec | - | 23.64 | 25.34 | 7.18 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java11_runtime_sec | - | 35.79 | 40.57 |
13.35 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java17_runtime_sec | - | 37.26 | 40.6 |
8.97 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_runtime_sec | - | 222.29 | 799.66 | 259.73 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java11_runtime_sec | - | 585.77 | 572.96 |
-2.19 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java17_runtime_sec | - | 482.53 | 701.05 |
45.29 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_runtime_sec | - | 226.03 | 218.46 | -3.35 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java11_runtime_sec | - | 552.08 | 536.97 |
-2.74 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java17_runtime_sec | - | 578.2 | 435.0 |
-24.77 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_runtime_sec | - | 69.89 | 76.21 | 9.05 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java11_runtime_sec | - | 62.04 | 66.87 |
7.77 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java17_runtime_sec | - | 56.38 | 75.56 |
34.03 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_runtime_sec | - | 136.74 | 139.69 | 2.16 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java11_runtime_sec | - | 93.91 | 88.87 |
-5.37 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java17_runtime_sec | - | 85.85 | 83.9 |
-2.26 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_1 | dataflow_runtime_sec | - | 31.0 | 31.02 | 0.07 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java11_runtime_sec | - | 23.11 | 30.58 |
32.33 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java17_runtime_sec | - | 24.76 | 32.13 |
29.75 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_runtime_sec | - | 348.92 | 308.25 | -11.66 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java11_runtime_sec | - | 123.29 | 136.1 |
10.39 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java17_runtime_sec | - | 117.93 | 132.99
| 12.77 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_runtime_sec | - | 15.81 | 59.21 | 274.65 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java11_runtime_sec | - | 24.62 | 32.73 |
32.96 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java17_runtime_sec | - | 29.54 | 33.05 |
11.85 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_runtime_sec | - | 30.67 | 34.56 | 12.68 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java11_runtime_sec | - | 49.0 | 59.37 |
21.17 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java17_runtime_sec | - | 46.23 | 52.69 |
13.96 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
jdbcioit_results | read_time | - | 26.42 | 28.88 | 9.29 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
jdbcioit_results | write_time | - | 44.03 | 38.42 | -12.73 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | read_time | - | 409.29 | 510.98 | 24.85 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | write_time | - | 180.28 | 175.36 | -2.73 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | read_time | - | 988.28 | 976.73 | -1.17 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | write_time | - | 309.96 | 293.56 | -5.29 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | read_time | - | 12.6 | 14.86 | 17.9 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | write_time | - | 51.2 | 59.61 | 16.42 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | read_time | - | 22.43 | 21.74 | -3.07 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | write_time | - | 60.26 | 60.65 | 0.66 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
ml_transform_large_movie_review_dataset_process_metrics | runtime_sec | - |
1328.38 | 1290.08 | -2.88 |
mongodbioit_results | read_time | - | 27.19 | 30.1 | 10.68 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | write_time | - | 44.8 | 49.52 | 10.51 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
null_default | read_time | - | 51.1 | 53.84 | 5.36 |
null_directread | read_time | - | 60.27 | 56.27 | -6.63 |
null_directread_pushdown | read_time | - | 8.74 | 7.64 | -12.63 |
parquetioit_hdfs_results | read_time | - | 79.27 | 88.86 | 12.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | write_time | - | 129.69 | 150.52 | 16.07 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | read_time | - | 82.89 | 88.36 | 6.59 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | write_time | - | 144.51 | 156.93 | 8.59 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_cogbk_1 | python_dataflow_batch_cogbk_1_runtime | - | 247.57 |
271.4 | 9.62 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_1 | python_flink_batch_cogbk_1_runtime | - | 4890.71 |
3993.2 | -18.35 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 116.14 |
128.8 | 10.9 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_2 | python_flink_batch_cogbk_2_runtime | - | 4813.71 |
3677.3 | -23.61 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_3 | python_dataflow_batch_cogbk_3_runtime | - | 106.86 |
112.2 | 5.0 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_4 | python_dataflow_batch_cogbk_4_runtime | - | 97.43 |
107.6 | 10.44 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_1 | python_dataflow_batch_combine_1_runtime | - | 397.0 |
435.2 | 9.62 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_1 | python_flink_batch_combine_1_runtime | - | 2154.14 |
2339.8 | 8.62 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_2 | python_dataflow_batch_combine_2_runtime | - | 16.57 |
22.2 | 33.97 |
python_batch_combine_3 | python_dataflow_batch_combine_3_runtime | - | 16.29 |
25.4 | 55.96 |
python_batch_combine_4 | python_flink_batch_combine_4_runtime | - | 99.43 |
96.0 | -3.45 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_flink_batch_combine_5_runtime | - | 111.29 |
93.2 | -16.25 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_1 | python_dataflow_batch_gbk_1_runtime | - | 865.57 | 1000.6
| 15.6 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_2 | python_dataflow_batch_gbk_2_runtime | - | 187.0 | 204.0 |
9.09 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 12.14 | 14.8 |
21.88 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 60.14 | 61.6 |
2.42 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_5 | python_dataflow_batch_gbk_5_runtime | - | 51.71 | 53.4 |
3.26 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_6 | python_dataflow_batch_gbk_6_runtime | - | 116.0 | 126.2 |
8.79 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_7 | python_dataflow_batch_gbk_7_runtime | - | 137.57 | 148.2
| 7.73 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 95.86 |
106.0 | 10.58 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_1 | python_flink_batch_pardo_1_runtime | - | 446.86 | 457.6
| 2.4 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_2 | python_dataflow_batch_pardo_2_runtime | - | 1173.0 |
1229.2 | 4.79 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 86.0 | 80.0
| -6.98 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_dataflow_batch_pardo_4_runtime | - | 269.43 |
292.2 | 8.45 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_flink_batch_pardo_4_runtime | - | 1565.21 |
1625.9 | 3.88 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_1 | python_dataflow_batch_sideinput_1_runtime | - |
2.86 | 2.4 | -16.0 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_10 | python_dataflow_batch_sideinput_10_runtime | - |
897.57 | 942.6 | 5.02 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_2 | python_dataflow_batch_sideinput_2_runtime | - |
2.57 | 2.6 | 1.11 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
3.57 | 3.6 | 0.8 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_4 | python_dataflow_batch_sideinput_4_runtime | - |
29.29 | 32.6 | 11.32 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - |
2.71 | 3.0 | 10.53 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - |
2.43 | 3.6 | 48.24 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_7 | python_dataflow_batch_sideinput_7_runtime | - |
126.43 | 128.8 | 1.88 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_8 | python_dataflow_batch_sideinput_8_runtime | - |
133.57 | 140.6 | 5.26 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_9 | python_dataflow_batch_sideinput_9_runtime | - |
907.71 | 799.2 | -11.95 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 90.29 |
93.0 | 3.01 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_bqio_write_10GB_results | bqio_write_10GB_results_runtime | - | 201.43
| 202.17 | 0.37 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_direct_microbenchmarks | fn_api_runner_microbenchmark_runtime_sec | - |
545.39 | 547.43 | 0.37 |
python_direct_microbenchmarks | teststream_microbenchmark_runtime_sec | - |
350.55 | 343.58 | -1.99 |
python_kafkaio_results | read_runtime | - | 1123.33 | 1216.6 | 8.3 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_kafkaio_results | write_runtime | - | 294.0 | 299.2 | 1.77 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_read_runtime | - | 60.29 | 63.6 | 5.5
| [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 99.71 | 113.83 |
14.16 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spanner_write_2GB_results | pyspanner_write_2GB_results_runtime | - |
1074.71 | 1130.4 | 5.18 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spannerio_read_2GB_results | pyspanner_read_2GB_results_runtime | - |
15.43 | 14.0 | -9.26 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_cogbk_1 | python_dataflow_streaming_cogbk_1_runtime | - |
334.14 | 319.4 | -4.41 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
134.86 | 135.6 | 0.55 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_3 | python_dataflow_streaming_cogbk_3_runtime | - |
169.14 | 185.4 | 9.61 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
128.14 | 114.8 | -10.41 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_combine_1 | python_dataflow_streaming_combine_1_runtime | - |
6890.71 | 7089.17 | 2.88 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_combine_4 | python_dataflow_streaming_combine_4_runtime | - |
1407.14 | 1404.0 | -0.22 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_combine_4 | python_flink_streaming_combine_4_runtime | - |
11.0 | 11.4 | 3.64 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_combine_5 | python_dataflow_streaming_combine_5_runtime | - |
750.14 | 765.83 | 2.09 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_combine_5 | python_flink_streaming_combine_5_runtime | - |
13.29 | 13.8 | 3.87 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 49.0 |
43.8 | -10.61 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 235.43
| 384.2 | 63.19 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 363.43
| 300.0 | -17.45 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
197.14 | 283.4 | 43.75 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_1 | python_flink_streaming_pardo_5_runtime | - | 250.0
| 243.8 | -2.48 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
3171.0 | 2282.2 | -28.03 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_flink_streaming_pardo_2_runtime | - |
7781.86 | 8211.6 | 5.52 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_dataflow_streaming_pardo_3_runtime | - |
128.43 | 107.8 | -16.06 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_flink_streaming_pardo_3_runtime | - | 352.14
| 346.4 | -1.63 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
1413.57 | 1637.0 | 15.81 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_flink_streaming_pardo_4_runtime | - | 708.0
| 725.2 | 2.43 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_6 | python_flink_streaming_pardo_6_runtime | - | 419.86
| 411.0 | -2.11 |
python_textio_1GB_results | read_runtime | - | 83.71 | 84.8 | 1.3 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_textio_1GB_results | write_runtime | - | 238.43 | 236.6 | -0.77 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
singlestoreioit_results | read_time | - | 98.75 | 102.4 | 3.69 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
singlestoreioit_results | write_time | - | 28.15 | 27.81 | -1.21 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
sparkreceiverioit_results | read_time | - | 629.07 | 659.81 | 4.89 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | read_time | - | 14.57 | 18.52 | 27.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | write_time | - | 27.74 | 35.07 | 26.41 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | read_time | - | 14.9 | 16.05 | 7.71 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | write_time | - | 28.5 | 30.43 | 6.79 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | read_time | - | 15.78 | 19.37 | 22.71 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | write_time | - | 22.81 | 23.86 | 4.59 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
wordcount_py39_results | runtime | - | 1872.31 | 1897.51 | 1.35 |
xmlioit_hdfs_results | read_time | - | 23.64 | 25.77 | 9.01 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_hdfs_results | write_time | - | 22.04 | 23.47 | 6.49 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | read_time | - | 23.88 | 27.56 | 15.44 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | write_time | - | 21.24 | 23.42 | 10.28 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_0_batch | RuntimeMs | DataflowRunner | 24445.35 | 25859.38 | 5.78 |
[[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 | 7779.21 | 7362.91 | -5.35 |
[[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 | FlinkRunner | 2278.96 | 1837.68 | -19.36 |
[[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_0_batch | RuntimeMs | SparkRunner | 2504.9 | 2465.18 | -1.59 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_0_batch | RuntimeMs | SparkStructuredStreamingRunner | 2198.55 |
2175.45 | -1.05 | [[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 | 28187.31 | 30146.64 | 6.95
| [[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 | DirectRunner | 10123.62 | 10204.0 | 0.79 |
[[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_sql_batch | RuntimeMs | FlinkRunner | 2545.71 | 1997.0 | -21.55 |
[[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 | 3247.1 | 2981.73 | -8.17 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 3159.48 |
2344.95 | -25.78 | [[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_streaming | RuntimeMs | DataflowRunner | 25116.86 | 26905.68 |
7.12 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_streaming | RuntimeMs | DirectRunner | 30547.17 | 23284.73 |
-23.77 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_streaming | RuntimeMs | FlinkRunner | 3712.07 | 3936.59 | 6.05 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | DataflowRunner | 22641.93 | 23243.0 | 2.65 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | DirectRunner | 19243.24 | 17374.09 | -9.71 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | FlinkRunner | 4667.07 | 2952.41 | -36.74 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_batch | RuntimeMs | DataflowRunner | 100820.79 | 109748.14 |
8.85 | [[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_0_zetasql_batch | RuntimeMs | DirectRunner | 11485.86 | 12295.23 |
7.05 | [[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_0_zetasql_batch | RuntimeMs | FlinkRunner | 4093.25 | 4224.82 | 3.21 |
[[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_0_zetasql_batch | RuntimeMs | SparkRunner | 5469.38 | 5351.77 | -2.15
| [[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 | SparkStructuredStreamingRunner | 6427.48
| 5711.59 | -11.14 | [[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_zetasql_streaming | RuntimeMs | DataflowRunner | 53852.97 | 55433.64
| 2.94 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_streaming | RuntimeMs | DirectRunner | 32949.38 | 25059.5 |
-23.95 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_streaming | RuntimeMs | FlinkRunner | 5467.68 | 5031.27 |
-7.98 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_batch | RuntimeMs | DataflowRunner | 40127.05 | 43090.53 | 7.39 |
[[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 | DirectRunner | 14340.86 | 13787.05 | -3.86 |
[[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_10_batch | RuntimeMs | FlinkRunner | 841.75 | 769.36 | -8.6 |
[[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_10_batch | RuntimeMs | SparkRunner | 1306.17 | 1188.05 | -9.04 |
[[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_10_batch | RuntimeMs | SparkStructuredStreamingRunner | 1443.07 |
1513.68 | 4.89 | [[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 | 83392.5 | 86678.64 | 3.94
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_streaming | RuntimeMs | DirectRunner | 53365.59 | 55624.32 | 4.23 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1362.21 | 1316.5 | -3.36 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | DataflowRunner | 27676.72 | 29113.2 | 5.19 |
[[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_11_batch | RuntimeMs | DirectRunner | 5743.07 | 5559.27 | -3.2 |
[[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_batch | RuntimeMs | FlinkRunner | 485.93 | 376.73 | -22.47 |
[[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_11_batch | RuntimeMs | SparkRunner | 2484.48 | 2271.86 | -8.56 |
[[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_11_batch | RuntimeMs | SparkStructuredStreamingRunner | 1901.59 |
1802.68 | -5.2 | [[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 | 127461.48 | 132760.02 |
4.16 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_streaming | RuntimeMs | DirectRunner | 11294.9 | 11533.36 | 2.11 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_streaming | RuntimeMs | FlinkRunner | 2342.64 | 1844.91 | -21.25 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | DataflowRunner | 16499.55 | 16941.01 | 2.68 |
[[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_12_batch | RuntimeMs | DirectRunner | 4090.0 | 4212.18 | 2.99 |
[[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_12_batch | RuntimeMs | FlinkRunner | 328.11 | 274.86 | -16.23 |
[[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_12_batch | RuntimeMs | SparkRunner | 1485.17 | 1392.82 | -6.22 |
[[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_12_batch | RuntimeMs | SparkStructuredStreamingRunner | 1516.72 |
1376.23 | -9.26 | [[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_12_streaming | RuntimeMs | DataflowRunner | 71068.57 | 73361.39 | 3.23
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_streaming | RuntimeMs | DirectRunner | 9633.21 | 9871.86 | 2.48 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_streaming | RuntimeMs | FlinkRunner | 713.18 | 638.82 | -10.43 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | DataflowRunner | 30470.34 | 33078.82 | 8.56 |
[[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 | DirectRunner | 4380.97 | 3649.95 | -16.69 |
[[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_batch | RuntimeMs | FlinkRunner | 720.36 | 636.86 | -11.59 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_13_batch | RuntimeMs | SparkRunner | 612.72 | 572.0 | -6.65 |
[[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 | SparkStructuredStreamingRunner | 2030.62 |
1516.27 | -25.33 | [[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_13_sql_batch | RuntimeMs | DataflowRunner | 51700.07 | 58334.32 |
12.83 | [[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_sql_batch | RuntimeMs | DirectRunner | 9990.72 | 9661.5 | -3.3 |
[[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_13_sql_batch | RuntimeMs | FlinkRunner | 2663.11 | 1783.23 | -33.04 |
[[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_batch | RuntimeMs | SparkRunner | 2689.69 | 2654.32 | -1.32 |
[[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_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 3532.72 |
2691.27 | -23.82 | [[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_sql_streaming | RuntimeMs | DataflowRunner | 37459.21 | 39800.95 |
6.25 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_streaming | RuntimeMs | DirectRunner | 23975.14 | 23969.86 |
-0.02 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_streaming | RuntimeMs | FlinkRunner | 3759.61 | 3790.95 | 0.83
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | DataflowRunner | 27112.67 | 28136.73 | 3.78
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | DirectRunner | 12285.14 | 11807.73 | -3.89
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | FlinkRunner | 2468.79 | 2080.41 | -15.73 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_batch | RuntimeMs | DataflowRunner | 273487.1 | 290454.32 |
6.2 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_13_zetasql_batch | RuntimeMs | DirectRunner | 13695.48 | 13544.68 |
-1.1 | [[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_zetasql_batch | RuntimeMs | FlinkRunner | 4643.71 | 5255.41 | 13.17
| [[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_zetasql_batch | RuntimeMs | SparkRunner | 6193.48 | 5076.14 |
-18.04 | [[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_zetasql_batch | RuntimeMs | SparkStructuredStreamingRunner |
8960.97 | 8330.41 | -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_13_zetasql_streaming | RuntimeMs | DataflowRunner | 86983.69 |
87192.05 | 0.24 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_streaming | RuntimeMs | DirectRunner | 31523.9 | 32954.77 |
4.54 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_streaming | RuntimeMs | FlinkRunner | 4910.54 | 5525.05 |
12.51 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | DataflowRunner | 58121.17 | 58809.41 | 1.18 |
[[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_14_batch | RuntimeMs | DirectRunner | 4979.52 | 4855.55 | -2.49 |
[[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_14_batch | RuntimeMs | FlinkRunner | 806.21 | 671.5 | -16.71 |
[[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_14_batch | RuntimeMs | SparkRunner | 1814.83 | 1881.86 | 3.69 |
[[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_14_batch | RuntimeMs | SparkStructuredStreamingRunner | 1703.17 |
1390.23 | -18.37 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_14_streaming | RuntimeMs | DataflowRunner | 106987.45 | 111546.7 |
4.26 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_streaming | RuntimeMs | DirectRunner | 14417.62 | 13780.59 | -4.42
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_streaming | RuntimeMs | FlinkRunner | 1543.64 | 1436.32 | -6.95 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_15_batch | RuntimeMs | DataflowRunner | 41170.39 | 45102.16 | 9.55 |
[[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_15_batch | RuntimeMs | DirectRunner | 21993.62 | 24607.18 | 11.88 |
[[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_15_batch | RuntimeMs | FlinkRunner | 716.43 | 637.32 | -11.04 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_15_batch | RuntimeMs | SparkRunner | 1753.03 | 1722.14 | -1.76 |
[[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_15_batch | RuntimeMs | SparkStructuredStreamingRunner | 1499.14 |
1328.27 | -11.4 | [[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_16_batch | RuntimeMs | DataflowRunner | 44900.91 | 47582.45 | 5.97 |
[[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_16_batch | RuntimeMs | DirectRunner | 105426.59 | 120628.95 | 14.42 |
[[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_16_batch | RuntimeMs | FlinkRunner | 577.25 | 434.32 | -24.76 |
[[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_16_batch | RuntimeMs | SparkRunner | 2843.9 | 2595.27 | -8.74 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_16_batch | RuntimeMs | SparkStructuredStreamingRunner | 971.93 |
857.64 | -11.76 | [[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_16_streaming | RuntimeMs | DataflowRunner | 57910.26 | 62080.77 | 7.2
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_streaming | RuntimeMs | DirectRunner | 162403.34 | 157137.09 |
-3.24 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_streaming | RuntimeMs | FlinkRunner | 627.36 | 476.32 | -24.08 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_batch | RuntimeMs | DataflowRunner | 19153.47 | 20459.24 | 6.82 |
[[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 | DirectRunner | 4633.0 | 4127.86 | -10.9 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_batch | RuntimeMs | FlinkRunner | 972.54 | 697.59 | -28.27 |
[[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_1_batch | RuntimeMs | SparkRunner | 863.14 | 762.32 | -11.68 |
[[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_1_batch | RuntimeMs | SparkStructuredStreamingRunner | 647.9 | 680.32
| 5.0 | [[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_1_sql_batch | RuntimeMs | DataflowRunner | 24894.52 | 26178.91 | 5.16
| [[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 | 5381.9 | 5289.55 | -1.72 |
[[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 | FlinkRunner | 1284.07 | 944.55 | -26.44 |
[[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_1_sql_batch | RuntimeMs | SparkRunner | 1376.0 | 1256.09 | -8.71 |
[[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_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1671.07 |
977.14 | -41.53 | [[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_streaming | RuntimeMs | DataflowRunner | 24041.38 | 24035.27 |
-0.03 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_streaming | RuntimeMs | DirectRunner | 20717.72 | 16043.73 |
-22.56 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_streaming | RuntimeMs | FlinkRunner | 1884.0 | 1702.59 | -9.63 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | DataflowRunner | 19634.26 | 20299.43 | 3.39
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_streaming | RuntimeMs | DirectRunner | 13621.48 | 13406.68 | -1.58 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_streaming | RuntimeMs | FlinkRunner | 1371.39 | 1016.91 | -25.85 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_batch | RuntimeMs | DataflowRunner | 12784.98 | 13639.46 | 6.68 |
[[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_batch | RuntimeMs | DirectRunner | 2182.48 | 1863.05 | -14.64 |
[[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_batch | RuntimeMs | FlinkRunner | 451.5 | 334.73 | -25.86 |
[[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_batch | RuntimeMs | SparkRunner | 512.66 | 440.64 | -14.05 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 454.34 | 436.09
| -4.02 | [[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_2_sql_batch | RuntimeMs | DataflowRunner | 16165.24 | 17451.05 | 7.95
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_sql_batch | RuntimeMs | DirectRunner | 2685.45 | 2336.77 | -12.98 |
[[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_sql_batch | RuntimeMs | FlinkRunner | 605.71 | 515.68 | -14.86 |
[[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_sql_batch | RuntimeMs | SparkRunner | 1115.93 | 1071.05 | -4.02 |
[[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_2_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1182.79 |
957.32 | -19.06 | [[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_2_sql_streaming | RuntimeMs | DataflowRunner | 14815.17 | 15505.36 |
4.66 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | DirectRunner | 11852.79 | 10432.68 |
-11.98 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | FlinkRunner | 909.93 | 767.59 | -15.64 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | DataflowRunner | 13025.38 | 14166.52 | 8.76
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | DirectRunner | 8005.38 | 7764.82 | -3.0 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | FlinkRunner | 753.5 | 634.86 | -15.74 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_batch | RuntimeMs | DataflowRunner | 60878.52 | 63595.82 |
4.46 | [[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_2_zetasql_batch | RuntimeMs | DirectRunner | 4438.45 | 4793.0 | 7.99 |
[[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_batch | RuntimeMs | FlinkRunner | 2028.61 | 1885.86 | -7.04
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_zetasql_batch | RuntimeMs | SparkRunner | 1918.1 | 1661.32 | -13.39
| [[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_2_zetasql_batch | RuntimeMs | SparkStructuredStreamingRunner | 2694.76
| 2370.0 | -12.05 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_streaming | RuntimeMs | DataflowRunner | 35885.76 | 35916.86
| 0.09 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_streaming | RuntimeMs | DirectRunner | 14842.72 | 12404.18 |
-16.43 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_streaming | RuntimeMs | FlinkRunner | 2185.21 | 2102.68 |
-3.78 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_batch | RuntimeMs | DataflowRunner | 17635.43 | 18325.45 | 3.91 |
[[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_batch | RuntimeMs | DirectRunner | 4874.52 | 4674.77 | -4.1 |
[[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_3_batch | RuntimeMs | FlinkRunner | 2901.75 | 2023.82 | -30.26 |
[[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_batch | RuntimeMs | SparkRunner | 4293.9 | 3505.82 | -18.35 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_sql_batch | RuntimeMs | DataflowRunner | 19007.38 | 20055.73 | 5.52
| [[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_3_sql_batch | RuntimeMs | DirectRunner | 5319.79 | 5310.09 | -0.18 |
[[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_sql_batch | RuntimeMs | FlinkRunner | 2877.11 | 2778.32 | -3.43 |
[[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_3_sql_batch | RuntimeMs | SparkRunner | 5238.76 | 5161.68 | -1.47 |
[[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_3_sql_streaming | RuntimeMs | DataflowRunner | 33606.1 | 35487.95 |
5.6 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_streaming | RuntimeMs | DirectRunner | 14504.45 | 12356.27 |
-14.81 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_sql_streaming | RuntimeMs | FlinkRunner | 2258.71 | 2240.64 | -0.8 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DataflowRunner | 21314.1 | 21449.14 | 0.63 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_streaming | RuntimeMs | DirectRunner | 12511.28 | 11549.55 | -7.69 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 1207.57 | 1082.05 | -10.39 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_batch | RuntimeMs | DataflowRunner | 50259.59 | 52146.45 |
3.75 | [[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_3_zetasql_batch | RuntimeMs | DirectRunner | 5721.38 | 5727.95 | 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_3_zetasql_batch | RuntimeMs | FlinkRunner | 2819.29 | 2682.73 | -4.84
| [[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_zetasql_batch | RuntimeMs | SparkRunner | 5407.76 | 5228.55 | -3.31
| [[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_zetasql_streaming | RuntimeMs | DataflowRunner | 43230.93 | 45970.95
| 6.34 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | DirectRunner | 15333.9 | 13239.18 |
-13.66 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | FlinkRunner | 2174.57 | 2171.59 |
-0.14 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | DataflowRunner | 22252.6 | 23319.36 | 4.79 |
[[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_4_batch | RuntimeMs | DirectRunner | 3431.1 | 3621.5 | 5.55 |
[[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_4_batch | RuntimeMs | FlinkRunner | 2155.07 | 1415.27 | -34.33 |
[[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_4_batch | RuntimeMs | SparkRunner | 2485.17 | 1924.91 | -22.54 |
[[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 | SparkStructuredStreamingRunner | 7804.38 |
7449.45 | -4.55 | [[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_4_streaming | RuntimeMs | DataflowRunner | 48233.31 | 49048.86 | 1.69
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_streaming | RuntimeMs | DirectRunner | 4272.72 | 3933.77 | -7.93 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_streaming | RuntimeMs | FlinkRunner | 1605.21 | 1645.82 | 2.53 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | DataflowRunner | 26176.71 | 28222.71 | 7.82 |
[[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_batch | RuntimeMs | DirectRunner | 14228.9 | 16415.73 | 15.37 |
[[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_5_batch | RuntimeMs | FlinkRunner | 1749.32 | 1378.23 | -21.21 |
[[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 | SparkRunner | 2959.66 | 2472.64 | -16.46 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | SparkStructuredStreamingRunner | 2981.41 |
2777.18 | -6.85 | [[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_5_streaming | RuntimeMs | DataflowRunner | 98407.26 | 108352.23 |
10.11 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | DirectRunner | 31299.17 | 27993.77 | -10.56
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | FlinkRunner | 2421.5 | 2619.0 | 8.16 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | DataflowRunner | 20878.95 | 22570.77 | 8.1 |
[[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_6_batch | RuntimeMs | DirectRunner | 2290.24 | 2506.59 | 9.45 |
[[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_6_batch | RuntimeMs | FlinkRunner | 1113.04 | 805.32 | -27.65 |
[[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_6_batch | RuntimeMs | SparkRunner | 1354.14 | 1281.95 | -5.33 |
[[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_6_batch | RuntimeMs | SparkStructuredStreamingRunner | 3599.66 |
3439.14 | -4.46 | [[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_6_streaming | RuntimeMs | DataflowRunner | 32578.16 | 35585.93 | 9.23
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_streaming | RuntimeMs | DirectRunner | 2964.1 | 2722.91 | -8.14 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_streaming | RuntimeMs | FlinkRunner | 695.57 | 634.36 | -8.8 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | DataflowRunner | 42072.5 | 43649.95 | 3.75 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_7_batch | RuntimeMs | DirectRunner | 26640.83 | 22218.55 | -16.6 |
[[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_7_batch | RuntimeMs | FlinkRunner | 1799.89 | 1068.95 | -40.61 |
[[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_batch | RuntimeMs | SparkRunner | 2285.59 | 2090.23 | -8.55 |
[[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_7_batch | RuntimeMs | SparkStructuredStreamingRunner | 2085.52 |
1759.32 | -15.64 | [[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_7_sql_batch | RuntimeMs | DataflowRunner | 74740.93 | 79049.41 | 5.76
| [[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_7_sql_batch | RuntimeMs | DirectRunner | 275459.59 | 194530.41 |
-29.38 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_batch | RuntimeMs | FlinkRunner | 5608.11 | 4754.23 | -15.23 |
[[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 | SparkRunner | 9166.28 | 8738.23 | -4.67 |
[[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_7_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 12747.1 |
10242.27 | -19.65 | [[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 | 812521.07 | 846580.05 |
4.19 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 1731848.14 | 1636809.23 |
-5.49 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | FlinkRunner | 5929.04 | 5073.05 | -14.44
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | DataflowRunner | 53939.9 | 54719.3 | 1.44 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | DirectRunner | 1075816.38 | 1033813.0 | -3.9
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | FlinkRunner | 1626.61 | 1695.5 | 4.24 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | DataflowRunner | 17966.69 | 19309.66 | 7.47 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | DirectRunner | 3248.9 | 2802.95 | -13.73 |
[[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_8_batch | RuntimeMs | FlinkRunner | 877.82 | 700.23 | -20.23 |
[[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_8_batch | RuntimeMs | SparkRunner | 2404.62 | 2194.14 | -8.75 |
[[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_8_batch | RuntimeMs | SparkStructuredStreamingRunner | 3459.07 |
3281.36 | -5.14 | [[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_8_streaming | RuntimeMs | DataflowRunner | 42460.6 | 44616.93 | 5.08 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_streaming | RuntimeMs | DirectRunner | 7818.07 | 7492.09 | -4.17 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_streaming | RuntimeMs | FlinkRunner | 757.5 | 582.55 | -23.1 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | DataflowRunner | 20316.47 | 20678.93 | 1.78 |
[[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 | DirectRunner | 1819.21 | 1704.0 | -6.33 |
[[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 | FlinkRunner | 548.96 | 465.68 | -15.17 |
[[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_9_batch | RuntimeMs | SparkRunner | 1068.66 | 895.55 | -16.2 |
[[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 | SparkStructuredStreamingRunner | 2770.24 |
2641.05 | -4.66 | [[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_9_streaming | RuntimeMs | DataflowRunner | 30299.64 | 30433.61 | 0.44
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | DirectRunner | 2083.76 | 1895.23 | -9.05 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | FlinkRunner | 484.61 | 355.45 | -26.65 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
tpcds_query10_Calcite_1GB | RuntimeMs | DataflowRunner | 386368.18 | 381823.9
| -1.18 | [[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_query10_Calcite_1GB | RuntimeMs | FlinkRunner | 38228.68 | 35508.36 |
-7.12 | [[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 | SparkRunner | 68367.46 | 56299.27 |
-17.65 | [[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 |
52541.46 | 50475.64 | -3.93 |
[[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_query25_Calcite_1GB | RuntimeMs | DataflowRunner | 0.0 | 0.0 | 0.0 |
[[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_query25_Calcite_1GB | RuntimeMs | FlinkRunner | 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_query25_Calcite_1GB | RuntimeMs | SparkRunner | 0.0 | 0.0 | 0.0 |
[[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_query25_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[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 | 354598.04 | 361438.95
| 1.93 | [[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 | 22271.25 | 20454.5 |
-8.16 | [[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_query26_Calcite_1GB | RuntimeMs | SparkRunner | 25499.54 | 21736.36 |
-14.76 | [[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_query26_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
24820.61 | 24540.0 | -1.13 |
[[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_query29_Calcite_1GB | RuntimeMs | DataflowRunner | 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_query29_Calcite_1GB | RuntimeMs | FlinkRunner | 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_query29_Calcite_1GB | RuntimeMs | SparkRunner | 0.0 | 0.0 | 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_query29_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/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query35_Calcite_1GB | RuntimeMs | DataflowRunner | 393566.18 | 392272.29
| -0.33 | [[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 | FlinkRunner | 29630.79 | 26366.32 |
-11.02 | [[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_query35_Calcite_1GB | RuntimeMs | SparkRunner | 60386.71 | 55105.32 |
-8.75 | [[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_query35_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
47510.75 | 45754.36 | -3.7 |
[[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_query38_Calcite_1GB | RuntimeMs | DataflowRunner | 366041.82 | 368239.67
| 0.6 | [[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_query38_Calcite_1GB | RuntimeMs | FlinkRunner | 22232.0 | 18959.82 |
-14.72 | [[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 | SparkRunner | 26445.54 | 24892.73 |
-5.87 | [[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 | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[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_query3_Calcite_1GB | RuntimeMs | DataflowRunner | 346615.5 | 353103.95 |
1.87 | [[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_query3_Calcite_1GB | RuntimeMs | FlinkRunner | 36764.07 | 35334.18 |
-3.89 | [[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_query3_Calcite_1GB | RuntimeMs | SparkRunner | 44941.79 | 38569.91 |
-14.18 | [[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 |
47280.14 | 50315.09 | 6.42 |
[[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_query40_Calcite_1GB | RuntimeMs | DataflowRunner | 0.0 | 0.0 | 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_query40_Calcite_1GB | RuntimeMs | FlinkRunner | 0.0 | 0.0 | 0.0 |
[[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 | SparkRunner | 0.0 | 0.0 | 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_query40_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[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 | DataflowRunner | 333302.57 | 341383.81
| 2.42 | [[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 | FlinkRunner | 22750.0 | 16001.23 |
-29.66 | [[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_query42_Calcite_1GB | RuntimeMs | SparkRunner | 23644.96 | 20818.45 |
-11.95 | [[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 | SparkStructuredStreamingRunner |
19932.07 | 19197.64 | -3.68 |
[[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_query43_Calcite_1GB | RuntimeMs | DataflowRunner | 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_query43_Calcite_1GB | RuntimeMs | FlinkRunner | 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_query43_Calcite_1GB | RuntimeMs | SparkRunner | 0.0 | 0.0 | 0.0 |
[[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_query43_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[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_query52_Calcite_1GB | RuntimeMs | DataflowRunner | 327884.46 | 340795.86
| 3.94 | [[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 | 19250.93 | 16643.59 |
-13.54 | [[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 | SparkRunner | 25540.18 | 18987.64 |
-25.66 | [[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 | SparkStructuredStreamingRunner |
21158.18 | 20105.82 | -4.97 |
[[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 | 328870.43 | 344599.43
| 4.78 | [[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_query55_Calcite_1GB | RuntimeMs | FlinkRunner | 19456.46 | 18516.41 |
-4.83 | [[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_query55_Calcite_1GB | RuntimeMs | SparkRunner | 25205.36 | 18874.0 |
-25.12 | [[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_query55_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
21273.39 | 19772.05 | -7.06 |
[[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_query69_Calcite_1GB | RuntimeMs | DataflowRunner | 368187.14 | 386709.43
| 5.03 | [[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 | FlinkRunner | 30243.04 | 26534.59 |
-12.26 | [[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 | SparkRunner | 67417.36 | 54483.95 |
-19.18 | [[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 | SparkStructuredStreamingRunner |
49561.04 | 45179.95 | -8.84 |
[[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_query79_Calcite_1GB | RuntimeMs | DataflowRunner | 365692.68 | 382485.14
| 4.59 | [[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_query79_Calcite_1GB | RuntimeMs | FlinkRunner | 41587.89 | 32549.64 |
-21.73 | [[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 | 44228.11 | 36037.64 |
-18.52 | [[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 | SparkStructuredStreamingRunner |
42337.96 | 42320.36 | -0.04 |
[[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 | 368729.54 | 369482.43
| 0.2 | [[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 | 41564.79 | 37746.32 |
-9.19 | [[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 | SparkRunner | 47020.46 | 40645.05 |
-13.56 | [[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_query7_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
48626.68 | 45797.91 | -5.82 |
[[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_query83_Calcite_1GB | RuntimeMs | DataflowRunner | 355593.57 | 369780.67
| 3.99 | [[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_query83_Calcite_1GB | RuntimeMs | FlinkRunner | 11591.04 | 10183.68 |
-12.14 | [[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 | SparkRunner | 11284.04 | 9567.41 |
-15.21 | [[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 | SparkStructuredStreamingRunner |
14031.79 | 12883.64 | -8.18 |
[[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 | 330871.54 | 351134.95
| 6.12 | [[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 | FlinkRunner | 18956.14 | 17168.55 |
-9.43 | [[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_query84_Calcite_1GB | RuntimeMs | SparkRunner | 33853.32 | 28124.59 |
-16.92 | [[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 | SparkStructuredStreamingRunner |
19166.71 | 18137.59 | -5.37 |
[[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_query87_Calcite_1GB | RuntimeMs | DataflowRunner | 359977.57 | 374767.76
| 4.11 | [[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 | 24549.64 | 19864.86 |
-19.08 | [[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 | SparkRunner | 30276.29 | 23914.59 |
-21.01 | [[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_query87_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
24797.93 | 23518.45 | -5.16 |
[[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 | DataflowRunner | 353041.25 | 377522.9
| 6.93 | [[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 | 39058.79 | 34056.68 |
-12.81 | [[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_query93_Calcite_1GB | RuntimeMs | SparkRunner | 70094.43 | 58365.55 |
-16.73 | [[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 | SparkStructuredStreamingRunner |
44402.5 | 42597.55 | -4.06 |
[[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_query96_Calcite_1GB | RuntimeMs | DataflowRunner | 347386.25 | 357931.62
| 3.04 | [[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 | 31320.71 | 26504.95 |
-15.38 | [[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 | SparkRunner | 23883.79 | 20833.18 |
-12.77 | [[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_query96_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
32843.07 | 31524.27 | -4.02 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)