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Posted to dev@beam.apache.org by Apache Jenkins Server <je...@builds.apache.org> on 2022/11/22 13:11:25 UTC
Beam Metrics Report (2022-11-22)
# Beam Metrics Report
Color legend: >= 20 | >= 10 | <= -10 | <= -20
---|---|---|---
## Possible regression
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
avroioit_results | read_time | - | 76.69 | 89.81 | 17.11 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | write_time | - | 109.57 | 121.88 | 11.23 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | avro_write_time | - | 33.19 | 36.6 | 10.27
| [[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | read_time | - | 39.74 | 46.47 | 16.94 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | read_time | - | 5.75 | 14.27 | 148.24 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | write_time | - | 8.91 | 24.04 | 169.86 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | read_time | - | 123.68 | 136.38 | 10.27 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | write_time | - | 204.61 | 225.71 | 10.31 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | read_time | - | 120.5 | 137.33 | 13.97 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | write_time | - | 197.83 | 221.61 | 12.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_cogbk_4 | dataflow_runtime | - | 110.05 | 188.41 | 71.21 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_pardo_1 | flink_runtime | - | 374.04 | 439.07 | 17.38 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | dataflow_runtime | - | 534.63 | 598.16 | 11.88 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | dataflow_runtime | - | 70.31 | 79.71 | 13.37 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
hadoopformatioit_results | read_time | - | 6.09 | 12.53 | 105.78 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
hadoopformatioit_results | write_time | - | 8.44 | 22.29 | 163.93 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_cogbk_1 | dataflow_runtime_sec | - | 38.94 | 43.47 | 11.65 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 42.45 | 47.79 |
12.58 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_gbk_1 | dataflow_runtime_sec | - | 117.24 | 129.38 | 10.36 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java17_runtime_sec | - | 39.82 | 48.93 | 22.88
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 14.97 | 18.91 | 26.25 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 24.71 | 28.37 | 14.82 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 299.84 | 332.59
| 10.92 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 317.22 | 370.17
| 16.69 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 293.28 | 342.93
| 16.93 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_gbk_2 | dataflow_v2_java11_runtime_sec | - | 2552.36 | 2905.97
| 13.85 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java17_runtime_sec | - | 3090.42 | 3456.36
| 11.84 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java11_runtime_sec | - | 550.79 | 635.64 |
15.41 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java17_runtime_sec | - | 169.94 | 188.44 |
10.89 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java11_runtime_sec | - | 212.35 | 255.48 |
20.31 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
kafkaioit_results_runner_v2 | read_time | - | 3.1 | 3.67 | 18.32 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | read_time | - | 15.59 | 28.9 | 85.36 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | read_time | - | 26.11 | 31.82 | 21.89 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | read_time | - | 83.4 | 103.21 | 23.75 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | write_time | - | 134.45 | 162.69 | 21.01 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_cogbk_1 | python_dataflow_batch_cogbk_1_runtime | - | 400.43 |
454.0 | 13.38 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_5 | python_flink_batch_combine_5_runtime | - | 206.0 |
243.2 | 18.06 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_1 | python_dataflow_batch_gbk_1_runtime | - | 1530.43 |
1757.2 | 14.82 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_7 | python_dataflow_batch_gbk_7_runtime | - | 262.29 | 291.0
| 10.95 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_2 | python_dataflow_batch_pardo_2_runtime | - | 1593.0 |
1782.6 | 11.9 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_2 | python_dataflow_batch_sideinput_2_runtime | - | 2.0
| 2.25 | 12.5 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
2.71 | 3.0 | 10.53 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_direct_microbenchmarks | fn_api_runner_microbenchmark_runtime_sec | - |
119.66 | 148.6 | 24.18 |
python_spannerio_read_2GB_results | pyspanner_read_2GB_results_runtime | - |
26.33 | 38.8 | 47.34 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
418.0 | 472.6 | 13.06 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
singlestoreioit_results | read_time | - | 39.71 | 98.48 | 148.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
singlestoreioit_results | write_time | - | 12.82 | 26.45 | 106.35 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_10_batch | RuntimeMs | FlinkRunner | 585.62 | 652.7 | 11.45 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1398.43 | 1567.45 | 12.09 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_batch | RuntimeMs | FlinkRunner | 388.67 | 454.45 | 16.93 |
[[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_13_batch | RuntimeMs | SparkRunner | 343.14 | 387.81 | 13.02 |
[[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 | 1063.48 | 1256.35 | 18.14 |
[[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_15_batch | RuntimeMs | FlinkRunner | 416.52 | 458.35 | 10.04 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_16_streaming | RuntimeMs | DataflowRunner | 93018.5 | 105285.55 |
13.19 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_batch | RuntimeMs | SparkStructuredStreamingRunner | 471.86 | 519.71
| 10.14 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_batch | RuntimeMs | DataflowRunner | 30906.0 | 34661.57 | 12.15
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_batch | RuntimeMs | FlinkRunner | 513.76 | 566.5 | 10.27 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_batch | RuntimeMs | FlinkRunner | 327.43 | 391.45 | 19.55 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 513.48 | 621.55 | 21.05 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | FlinkRunner | 1249.38 | 1557.2 |
24.64 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_batch | RuntimeMs | SparkStructuredStreamingRunner | 2488.09 |
2983.05 | 19.89 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_streaming | RuntimeMs | FlinkRunner | 958.29 | 1111.85 | 16.02 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | FlinkRunner | 800.57 | 898.35 | 12.21 |
[[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_6_batch | RuntimeMs | FlinkRunner | 544.86 | 600.85 | 10.28 |
[[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_6_batch | RuntimeMs | SparkStructuredStreamingRunner | 1025.09 |
1282.67 | 25.13 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_streaming | RuntimeMs | FlinkRunner | 509.95 | 567.8 | 11.34 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_batch | RuntimeMs | SparkStructuredStreamingRunner | 794.59 |
1434.24 | 80.5 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_batch | RuntimeMs | DirectRunner | 177911.85 | 219776.52 | 23.53
| [[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_7_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 7796.91 |
8633.1 | 10.72 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 659925.95 | 881792.62 |
33.62 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | FlinkRunner | 471.71 | 531.1 | 12.59 |
[[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_8_batch | RuntimeMs | SparkStructuredStreamingRunner | 1153.45 |
1439.86 | 24.83 | [[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_8_streaming | RuntimeMs | FlinkRunner | 466.33 | 580.1 | 24.4 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | FlinkRunner | 332.1 | 369.3 | 11.2 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | SparkStructuredStreamingRunner | 728.32 | 945.33
| 29.8 | [[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)
## Possible improvement
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
go_batch_gbk_2 | dataflow_runtime | - | 135.43 | 107.04 | -20.96 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_cogbk_3 | dataflow_runtime_sec | - | 16.51 | 14.18 | -14.1 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 15.97 | 13.11 |
-17.9 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 14.46 | 12.87 |
-11.0 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_gbk_3 | dataflow_v2_java11_runtime_sec | - | 17.35 | 12.32 | -29.0
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java17_runtime_sec | - | 16.87 | 12.75 | -24.42
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 22.51 | 20.1 | -10.68 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java11_runtime_sec | - | 24.67 | 19.13 | -22.45
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 61.79 | 55.1 |
-10.82 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java11_runtime_sec | - | 21.58 | 17.52 | -18.82
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 58.48 | 52.62 |
-10.02 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java17_runtime_sec | - | 46.4 | 38.46 | -17.1 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | dataflow_v2_java17_runtime_sec | - | 15.87 | 11.26 |
-29.08 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 38.39 | 34.04
| -11.34 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java17_runtime_sec | - | 69.91 | 62.73 |
-10.26 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java11_runtime_sec | - | 15.84 | 12.0 |
-24.24 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java17_runtime_sec | - | 12.81 | 9.16 |
-28.52 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java11_runtime_sec | - | 27.84 | 23.25 |
-16.48 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_gbk_1 | dataflow_v2_java11_runtime_sec | - | 965.77 | 867.38 |
-10.19 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java17_runtime_sec | - | 71.11 | 54.72 |
-23.05 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java11_runtime_sec | - | 195.08 | 175.17 |
-10.2 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_4 | dataflow_v2_java11_runtime_sec | - | 38.84 | 33.95 |
-12.59 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
kafkaioit_results_runner_v2 | write_time | - | 7.26 | 5.0 | -31.23 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_combine_4 | python_dataflow_batch_combine_4_runtime | - | 79.0 |
35.0 | -55.7 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 40.43 |
22.0 | -45.58 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 27.57 | 23.2 |
-15.85 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 88.14 | 76.2 |
-13.55 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_5 | python_dataflow_batch_gbk_5_runtime | - | 89.0 | 62.4 |
-29.89 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_6 | python_dataflow_batch_gbk_6_runtime | - | 285.71 | 257.0
| -10.05 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_sideinput_1 | python_dataflow_batch_sideinput_1_runtime | - |
3.86 | 2.25 | -41.67 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_10 | python_dataflow_batch_sideinput_10_runtime | - |
1139.43 | 952.25 | -16.43 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_7 | python_dataflow_batch_sideinput_7_runtime | - |
177.0 | 143.25 | -19.07 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_8 | python_dataflow_batch_sideinput_8_runtime | - |
227.0 | 146.75 | -35.35 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_9 | python_dataflow_batch_sideinput_9_runtime | - |
1147.0 | 849.5 | -25.94 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 152.86 |
119.2 | -22.02 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 164.86 | 148.0 |
-10.23 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_pardo_6 | python_flink_streaming_pardo_6_runtime | - | 507.0
| 382.25 | -24.61 |
sparkreceiverioit_results | read_time | - | 5.98 | 3.46 | -42.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_10_streaming | RuntimeMs | DataflowRunner | 118674.3 | 106501.3 |
-10.26 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | DirectRunner | 3663.1 | 3295.43 | -10.04 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_streaming | RuntimeMs | FlinkRunner | 28577.48 | 2596.85 |
-90.91 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | FlinkRunner | 28487.19 | 1419.5 | -95.02 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_streaming | RuntimeMs | FlinkRunner | 30763.14 | 4015.1 |
-86.95 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_streaming | RuntimeMs | FlinkRunner | 1691.95 | 1187.35 | -29.82 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_batch | RuntimeMs | DataflowRunner | 42152.36 | 35078.48 | -16.78 |
[[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_streaming | RuntimeMs | FlinkRunner | 11797.62 | 1391.3 | -88.21 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
## All metrics
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
avroioit_hdfs_results | read_time | - | 78.95 | 86.37 | 9.4 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_hdfs_results | write_time | - | 115.49 | 122.54 | 6.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | read_time | - | 76.69 | 89.81 | 17.11 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | write_time | - | 109.57 | 121.88 | 11.23 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | avro_write_time | - | 33.19 | 36.6 | 10.27
| [[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | read_time | - | 41.62 | 43.67 | 4.93 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | read_time | - | 39.37 | 42.48 | 7.89 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | write_time | - | 54.82 | 58.8 | 7.25 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | read_time | - | 39.74 | 46.47 | 16.94 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | write_time | - | 254.39 | 236.33 | -7.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | read_time | - | 5.75 | 14.27 | 148.24 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | write_time | - | 8.91 | 24.04 | 169.86 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | read_time | - | 123.68 | 136.38 | 10.27 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | write_time | - | 204.61 | 225.71 | 10.31 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | read_time | - | 120.5 | 137.33 | 13.97 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | write_time | - | 197.83 | 221.61 | 12.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_cogbk_1 | dataflow_runtime | - | 270.36 | 273.12 | 1.02 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_2 | dataflow_runtime | - | 151.11 | 155.08 | 2.62 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_3 | dataflow_runtime | - | 111.65 | 118.48 | 6.12 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_4 | dataflow_runtime | - | 110.05 | 188.41 | 71.21 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_combine_1 | dataflow_runtime | - | 414.1 | 443.61 | 7.12 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_4 | dataflow_runtime | - | 74.38 | 77.92 | 4.77 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_5 | dataflow_runtime | - | 72.04 | 72.66 | 0.87 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_gbk_1 | dataflow_runtime | - | 396.37 | 396.14 | -0.06 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_2 | dataflow_runtime | - | 135.43 | 107.04 | -20.96 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_3 | dataflow_runtime | - | 23.34 | 25.12 | 7.64 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_4 | dataflow_runtime | - | 53.82 | 57.7 | 7.21 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | dataflow_runtime | - | 45.49 | 47.9 | 5.3 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | dataflow_runtime | - | 102.66 | 110.97 | 8.09 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_7 | dataflow_runtime | - | 111.01 | 116.15 | 4.63 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_pardo_1 | dataflow_runtime | - | 79.27 | 86.69 | 9.36 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_1 | flink_runtime | - | 374.04 | 439.07 | 17.38 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | dataflow_runtime | - | 534.63 | 598.16 | 11.88 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | flink_runtime | - | 2785.81 | 2632.45 | -5.51 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | dataflow_runtime | - | 64.88 | 67.77 | 4.45 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | flink_runtime | - | 272.51 | 269.77 | -1.01 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | dataflow_runtime | - | 70.31 | 79.71 | 13.37 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | flink_runtime | - | 306.33 | 309.01 | 0.88 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_sideinput_3 | dataflow_runtime | - | 2.59 | 2.36 | -8.89 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_4 | dataflow_runtime | - | 216.44 | 224.31 | 3.64 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
hadoopformatioit_results | read_time | - | 6.09 | 12.53 | 105.78 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
hadoopformatioit_results | write_time | - | 8.44 | 22.29 | 163.93 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_cogbk_1 | dataflow_runtime_sec | - | 38.94 | 43.47 | 11.65 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 45.87 | 48.58 | 5.9
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 46.52 | 47.82 | 2.8
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | sparkstructuredstreaming_runtime_sec | - | 73.33 | 74.19
| 1.17 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_runtime_sec | - | 41.16 | 40.67 | -1.18 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 42.45 | 47.79 |
12.58 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 44.88 | 47.0 | 4.72
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | sparkstructuredstreaming_runtime_sec | - | 71.72 | 71.66
| -0.07 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_runtime_sec | - | 16.51 | 14.18 | -14.1 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 15.97 | 13.11 |
-17.9 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 14.46 | 12.87 |
-11.0 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 14.23 | 14.05
| -1.23 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_runtime_sec | - | 13.85 | 13.63 | -1.58 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 13.74 | 13.58 |
-1.17 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 14.25 | 14.02 |
-1.61 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 14.33 | 14.25
| -0.51 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_1 | dataflow_runtime_sec | - | 62.54 | 64.81 | 3.64 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_1 | sparkstructuredstreaming_runtime_sec | - | 334.37 |
348.26 | 4.16 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_4 | dataflow_runtime_sec | - | 30.56 | 28.93 | -5.31 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_4 | sparkstructuredstreaming_runtime_sec | - | 72.53 |
69.04 | -4.8 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | dataflow_runtime_sec | - | 28.34 | 26.27 | -7.28 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | sparkstructuredstreaming_runtime_sec | - | 72.94 |
69.53 | -4.67 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_gbk_1 | dataflow_runtime_sec | - | 117.24 | 129.38 | 10.36 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java11_runtime_sec | - | 91.43 | 96.23 | 5.25 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java17_runtime_sec | - | 88.28 | 93.89 | 6.36 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 350.88 | 330.45
| -5.82 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_runtime_sec | - | 36.8 | 37.32 | 1.4 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java11_runtime_sec | - | 42.44 | 41.85 | -1.41
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java17_runtime_sec | - | 39.82 | 48.93 | 22.88
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 60.89 | 61.92 |
1.68 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_runtime_sec | - | 11.76 | 12.04 | 2.35 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java11_runtime_sec | - | 17.35 | 12.32 | -29.0
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java17_runtime_sec | - | 16.87 | 12.75 | -24.42
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 8.31 | 8.26 |
-0.59 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 22.51 | 20.1 | -10.68 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java11_runtime_sec | - | 24.67 | 19.13 | -22.45
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java17_runtime_sec | - | 21.94 | 20.73 | -5.5 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 61.79 | 55.1 |
-10.82 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_runtime_sec | - | 20.4 | 20.71 | 1.47 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java11_runtime_sec | - | 21.58 | 17.52 | -18.82
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java17_runtime_sec | - | 19.11 | 17.74 | -7.16
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 58.48 | 52.62 |
-10.02 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_runtime_sec | - | 40.25 | 36.46 | -9.43 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java11_runtime_sec | - | 27.35 | 25.37 | -7.24
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java17_runtime_sec | - | 28.48 | 29.55 | 3.78 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 40.98 | 37.54 |
-8.39 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_runtime_sec | - | 44.7 | 46.62 | 4.3 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java11_runtime_sec | - | 39.38 | 35.45 | -9.97
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java17_runtime_sec | - | 46.4 | 38.46 | -17.1 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | sparkstructuredstreaming_runtime_sec | - | 37.39 | 38.86 |
3.91 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | dataflow_runtime_sec | - | 21.73 | 22.46 | 3.34 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java11_runtime_sec | - | 13.0 | 13.11 | 0.8 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java17_runtime_sec | - | 15.87 | 11.26 |
-29.08 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 38.39 | 34.04
| -11.34 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_runtime_sec | - | 194.67 | 211.25 | 8.52 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java11_runtime_sec | - | 67.01 | 60.31 |
-9.99 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java17_runtime_sec | - | 69.91 | 62.73 |
-10.26 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | sparkstructuredstreaming_runtime_sec | - | 428.3 | 390.19
| -8.9 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 14.97 | 18.91 | 26.25 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java11_runtime_sec | - | 15.84 | 12.0 |
-24.24 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java17_runtime_sec | - | 12.81 | 9.16 |
-28.52 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | sparkstructuredstreaming_runtime_sec | - | 30.61 | 31.37
| 2.48 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 24.71 | 28.37 | 14.82 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java11_runtime_sec | - | 27.84 | 23.25 |
-16.48 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java17_runtime_sec | - | 27.05 | 26.24 |
-2.99 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | sparkstructuredstreaming_runtime_sec | - | 213.91 |
217.39 | 1.62 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_1 | dataflow_runtime_sec | - | 902.36 | 873.58 | -3.19 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 3000.53 |
3194.59 | 6.47 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 2592.53 | 2760.9
| 6.49 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_runtime_sec | - | 859.98 | 899.28 | 4.57 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 3164.62 |
2964.24 | -6.33 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 3090.12 |
3153.92 | 2.06 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_runtime_sec | - | 117.04 | 118.35 | 1.12 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 356.68 | 351.76
| -1.38 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 299.84 | 332.59
| 10.92 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_runtime_sec | - | 112.56 | 120.3 | 6.87 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 317.22 | 370.17
| 16.69 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 293.28 | 342.93
| 16.93 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_combine_1 | dataflow_runtime_sec | - | 473.68 | 452.72 | -4.43
| [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_4 | dataflow_runtime_sec | - | 305.56 | 315.89 | 3.38 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_5 | dataflow_runtime_sec | - | 311.32 | 322.71 | 3.66 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_gbk_1 | dataflow_runtime_sec | - | 653.85 | 627.12 | -4.09 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java11_runtime_sec | - | 965.77 | 867.38 |
-10.19 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java17_runtime_sec | - | 1027.13 | 925.94 |
-9.85 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_runtime_sec | - | 815.78 | 797.22 | -2.28 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java11_runtime_sec | - | 2552.36 | 2905.97
| 13.85 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java17_runtime_sec | - | 3090.42 | 3456.36
| 11.84 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_runtime_sec | - | 22.53 | 22.23 | -1.33 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java11_runtime_sec | - | 71.04 | 64.77 |
-8.83 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java17_runtime_sec | - | 71.11 | 54.72 |
-23.05 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_runtime_sec | - | 287.3 | 284.46 | -0.99 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java11_runtime_sec | - | 676.19 | 667.07 |
-1.35 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java17_runtime_sec | - | 599.48 | 633.97 |
5.75 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_runtime_sec | - | 295.25 | 278.22 | -5.77 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java11_runtime_sec | - | 550.79 | 635.64 |
15.41 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java17_runtime_sec | - | 599.26 | 632.39 |
5.53 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_runtime_sec | - | 74.56 | 74.2 | -0.49 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java11_runtime_sec | - | 195.08 | 175.17 |
-10.2 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java17_runtime_sec | - | 169.94 | 188.44 |
10.89 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_runtime_sec | - | 128.32 | 132.24 | 3.05 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java11_runtime_sec | - | 212.35 | 255.48 |
20.31 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java17_runtime_sec | - | 242.55 | 222.97 |
-8.07 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_1 | dataflow_runtime_sec | - | 18.74 | 18.82 | 0.44 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java11_runtime_sec | - | 26.2 | 26.59 |
1.48 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java17_runtime_sec | - | 26.08 | 24.69 |
-5.32 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_runtime_sec | - | 209.32 | 211.17 | 0.88 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java11_runtime_sec | - | 108.65 | 112.35
| 3.41 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java17_runtime_sec | - | 112.47 | 105.83
| -5.9 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_runtime_sec | - | 12.06 | 11.66 | -3.36 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java11_runtime_sec | - | 22.13 | 21.21 |
-4.17 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java17_runtime_sec | - | 21.14 | 22.27 |
5.33 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_runtime_sec | - | 31.13 | 32.0 | 2.81 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java11_runtime_sec | - | 38.84 | 33.95 |
-12.59 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java17_runtime_sec | - | 37.3 | 34.85 |
-6.58 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
jdbcioit_results | read_time | - | 26.04 | 25.38 | -2.52 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
jdbcioit_results | write_time | - | 42.14 | 40.42 | -4.08 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | read_time | - | 879.54 | 941.02 | 6.99 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | write_time | - | 172.18 | 170.77 | -0.82 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | read_time | - | 3.1 | 3.67 | 18.32 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | write_time | - | 7.26 | 5.0 | -31.23 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | read_time | - | 15.59 | 28.9 | 85.36 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | write_time | - | 75.39 | 82.43 | 9.35 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | read_time | - | 22.92 | 22.68 | -1.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | write_time | - | 62.7 | 62.45 | -0.4 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | read_time | - | 26.11 | 31.82 | 21.89 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | write_time | - | 49.98 | 51.66 | 3.35 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | read_time | - | 83.4 | 103.21 | 23.75 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | write_time | - | 134.45 | 162.69 | 21.01 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | read_time | - | 84.6 | 88.33 | 4.41 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | write_time | - | 135.45 | 143.55 | 5.98 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_cogbk_1 | python_dataflow_batch_cogbk_1_runtime | - | 400.43 |
454.0 | 13.38 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 259.0 |
282.0 | 8.88 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_3 | python_dataflow_batch_cogbk_3_runtime | - | 244.43 |
266.4 | 8.99 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_4 | python_dataflow_batch_cogbk_4_runtime | - | 246.14 |
268.4 | 9.04 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_1 | python_dataflow_batch_combine_1_runtime | - | 933.0 |
985.4 | 5.62 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_1 | python_flink_batch_combine_1_runtime | - | 9368.0 |
8707.0 | -7.06 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_4 | python_dataflow_batch_combine_4_runtime | - | 79.0 |
35.0 | -55.7 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_4 | python_flink_batch_combine_4_runtime | - | 301.0 |
301.4 | 0.13 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 40.43 |
22.0 | -45.58 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_flink_batch_combine_5_runtime | - | 206.0 |
243.2 | 18.06 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_1 | python_dataflow_batch_gbk_1_runtime | - | 1530.43 |
1757.2 | 14.82 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_2 | python_dataflow_batch_gbk_2_runtime | - | 307.57 | 291.6
| -5.19 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 27.57 | 23.2 |
-15.85 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 88.14 | 76.2 |
-13.55 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_5 | python_dataflow_batch_gbk_5_runtime | - | 89.0 | 62.4 |
-29.89 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_6 | python_dataflow_batch_gbk_6_runtime | - | 285.71 | 257.0
| -10.05 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_7 | python_dataflow_batch_gbk_7_runtime | - | 262.29 | 291.0
| 10.95 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 183.57 |
184.8 | 0.67 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_1 | python_flink_batch_pardo_1_runtime | - | 1379.0 |
1357.4 | -1.57 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_2 | python_dataflow_batch_pardo_2_runtime | - | 1593.0 |
1782.6 | 11.9 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 172.71 |
158.6 | -8.17 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_flink_batch_pardo_3_runtime | - | 1134.5 |
1140.4 | 0.52 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_dataflow_batch_pardo_4_runtime | - | 409.86 |
398.0 | -2.89 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_flink_batch_pardo_4_runtime | - | 2692.5 |
2733.2 | 1.51 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_1 | python_dataflow_batch_sideinput_1_runtime | - |
3.86 | 2.25 | -41.67 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_10 | python_dataflow_batch_sideinput_10_runtime | - |
1139.43 | 952.25 | -16.43 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_2 | python_dataflow_batch_sideinput_2_runtime | - | 2.0
| 2.25 | 12.5 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
2.71 | 3.0 | 10.53 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_4 | python_dataflow_batch_sideinput_4_runtime | - |
29.43 | 28.0 | -4.85 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - |
2.29 | 2.5 | 9.38 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - |
2.57 | 2.5 | -2.78 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_7 | python_dataflow_batch_sideinput_7_runtime | - |
177.0 | 143.25 | -19.07 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_8 | python_dataflow_batch_sideinput_8_runtime | - |
227.0 | 146.75 | -35.35 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_9 | python_dataflow_batch_sideinput_9_runtime | - |
1147.0 | 849.5 | -25.94 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 152.86 |
119.2 | -22.02 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_bqio_write_10GB_results | bqio_write_10GB_results_runtime | - | 306.0 |
323.8 | 5.82 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_direct_microbenchmarks | fn_api_runner_microbenchmark_runtime_sec | - |
119.66 | 148.6 | 24.18 |
python_direct_microbenchmarks | teststream_microbenchmark_runtime_sec | - |
351.2 | 384.52 | 9.49 |
python_psio_2GB_results | pubsub_io_perf_read_runtime | - | 370.29 | 356.2 |
-3.8 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 164.86 | 148.0 |
-10.23 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spanner_write_2GB_results | pyspanner_write_2GB_results_runtime | - |
1786.71 | 1822.2 | 1.99 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spannerio_read_2GB_results | pyspanner_read_2GB_results_runtime | - |
26.33 | 38.8 | 47.34 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_cogbk_1 | python_dataflow_streaming_cogbk_1_runtime | - |
679.14 | 739.6 | 8.9 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
439.57 | 481.2 | 9.47 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_3 | python_dataflow_streaming_cogbk_3_runtime | - |
486.86 | 520.8 | 6.97 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
418.0 | 472.6 | 13.06 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 104.57
| 96.2 | -8.01 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 539.0 |
586.8 | 8.87 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 616.5 |
597.0 | -3.16 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
235.0 | 252.2 | 7.32 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_1 | python_flink_streaming_pardo_5_runtime | - | 278.5
| 289.75 | 4.04 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
2845.0 | 2947.6 | 3.61 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_flink_streaming_pardo_2_runtime | - |
10005.5 | 10647.25 | 6.41 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_dataflow_streaming_pardo_3_runtime | - |
225.43 | 221.2 | -1.88 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_flink_streaming_pardo_3_runtime | - | 393.5
| 420.25 | 6.8 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
512.25 | 513.5 | 0.24 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_flink_streaming_pardo_4_runtime | - | 1027.0
| 1053.25 | 2.56 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_6 | python_flink_streaming_pardo_6_runtime | - | 507.0
| 382.25 | -24.61 |
singlestoreioit_results | read_time | - | 39.71 | 98.48 | 148.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
singlestoreioit_results | write_time | - | 12.82 | 26.45 | 106.35 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
sparkreceiverioit_results | read_time | - | 5.98 | 3.46 | -42.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | read_time | - | 17.29 | 18.65 | 7.85 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | write_time | - | 33.31 | 34.04 | 2.2 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | read_time | - | 18.55 | 19.18 | 3.37 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | write_time | - | 32.94 | 33.36 | 1.29 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | read_time | - | 16.61 | 16.83 | 1.28 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | write_time | - | 23.91 | 21.95 | -8.2 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
wordcount_py37_results | runtime | - | 914.3 | 966.57 | 5.72 |
[[1]](http://metrics.beam.apache.org/d/1cnwVDkGk)
xmlioit_hdfs_results | read_time | - | 22.08 | 23.19 | 5.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_hdfs_results | write_time | - | 26.53 | 26.07 | -1.75 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | read_time | - | 23.95 | 25.1 | 4.78 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | write_time | - | 26.5 | 26.6 | 0.37 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_0_batch | RuntimeMs | DataflowRunner | 27839.11 | 26760.93 | -3.87 |
[[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_0_batch | RuntimeMs | DirectRunner | 4379.0 | 4640.38 | 5.97 |
[[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_0_batch | RuntimeMs | FlinkRunner | 1099.1 | 1116.95 | 1.62 |
[[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_0_batch | RuntimeMs | SparkRunner | 1325.86 | 1321.29 | -0.35 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | SparkStructuredStreamingRunner | 1172.32 |
1253.86 | 6.96 | [[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_sql_batch | RuntimeMs | DataflowRunner | 35041.29 | 37380.38 | 6.68
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_batch | RuntimeMs | DirectRunner | 5406.3 | 5681.52 | 5.09 |
[[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_0_sql_batch | RuntimeMs | FlinkRunner | 1106.43 | 1158.85 | 4.74 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_batch | RuntimeMs | SparkRunner | 3133.36 | 3294.05 | 5.13 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 3003.32 |
3237.95 | 7.81 | [[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_sql_streaming | RuntimeMs | DataflowRunner | 23039.96 | 22559.76 |
-2.08 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_streaming | RuntimeMs | DirectRunner | 15092.35 | 15675.29 |
3.86 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_streaming | RuntimeMs | FlinkRunner | 1624.76 | 1637.35 | 0.77 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | DataflowRunner | 38897.94 | 39964.64 | 2.74
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | DirectRunner | 11748.45 | 12099.29 | 2.99 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | FlinkRunner | 1445.81 | 1520.6 | 5.17 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_batch | RuntimeMs | DataflowRunner | 114006.0 | 124464.67 |
9.17 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_batch | RuntimeMs | DirectRunner | 6519.45 | 6858.33 | 5.2 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_zetasql_batch | RuntimeMs | FlinkRunner | 2103.33 | 2204.15 | 4.79 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_batch | RuntimeMs | SparkRunner | 2731.86 | 2902.67 | 6.25 |
[[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 | 2630.14
| 2779.05 | 5.66 | [[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_streaming | RuntimeMs | DataflowRunner | 66285.15 | 66352.0
| 0.1 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_streaming | RuntimeMs | DirectRunner | 16725.35 | 17246.57 |
3.12 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_streaming | RuntimeMs | FlinkRunner | 3082.9 | 3267.05 |
5.97 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_batch | RuntimeMs | DataflowRunner | 51110.57 | 51841.24 | 1.43 |
[[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_batch | RuntimeMs | DirectRunner | 10422.45 | 10786.43 | 3.49 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_batch | RuntimeMs | FlinkRunner | 585.62 | 652.7 | 11.45 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_batch | RuntimeMs | SparkRunner | 724.32 | 706.95 | -2.4 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_batch | RuntimeMs | SparkStructuredStreamingRunner | 996.45 |
993.67 | -0.28 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_streaming | RuntimeMs | DataflowRunner | 118674.3 | 106501.3 |
-10.26 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | DirectRunner | 43250.75 | 44540.19 | 2.98 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1398.43 | 1567.45 | 12.09 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | DataflowRunner | 39087.78 | 40340.25 | 3.2 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | DirectRunner | 3607.65 | 3852.67 | 6.79 |
[[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 | 250.76 | 259.95 | 3.66 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | SparkRunner | 1507.77 | 1523.0 | 1.01 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_11_batch | RuntimeMs | SparkStructuredStreamingRunner | 1206.95 |
1224.38 | 1.44 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_streaming | RuntimeMs | DataflowRunner | 187299.4 | 188767.78 |
0.78 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_streaming | RuntimeMs | DirectRunner | 10092.45 | 10599.48 | 5.02 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_streaming | RuntimeMs | FlinkRunner | 1465.48 | 1501.45 | 2.45 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | DataflowRunner | 20915.85 | 19012.04 | -9.1 |
[[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_12_batch | RuntimeMs | DirectRunner | 2559.35 | 2696.95 | 5.38 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | FlinkRunner | 171.67 | 180.65 | 5.23 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | SparkRunner | 871.95 | 882.81 | 1.24 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | SparkStructuredStreamingRunner | 846.77 |
865.05 | 2.16 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_streaming | RuntimeMs | DataflowRunner | 92047.17 | 97622.67 | 6.06
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_streaming | RuntimeMs | DirectRunner | 8812.15 | 9324.67 | 5.82 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_streaming | RuntimeMs | FlinkRunner | 605.9 | 630.45 | 4.05 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_batch | RuntimeMs | DataflowRunner | 34139.0 | 36774.62 | 7.72 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | DirectRunner | 3663.1 | 3295.43 | -10.04 |
[[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 | FlinkRunner | 388.67 | 454.45 | 16.93 |
[[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_13_batch | RuntimeMs | SparkRunner | 343.14 | 387.81 | 13.02 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 426.64 |
436.62 | 2.34 | [[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_13_sql_batch | RuntimeMs | DataflowRunner | 58097.32 | 60560.86 | 4.24
| [[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_13_sql_batch | RuntimeMs | DirectRunner | 8870.7 | 9307.57 | 4.92 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_batch | RuntimeMs | FlinkRunner | 1063.48 | 1256.35 | 18.14 |
[[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 | SparkRunner | 3357.91 | 3487.76 | 3.87 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 3321.59 |
3480.24 | 4.78 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_streaming | RuntimeMs | DataflowRunner | 35592.0 | 35505.05 |
-0.24 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_streaming | RuntimeMs | DirectRunner | 18455.3 | 18792.62 |
1.83 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_streaming | RuntimeMs | FlinkRunner | 28577.48 | 2596.85 |
-90.91 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | DataflowRunner | 24518.75 | 23805.14 |
-2.91 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | DirectRunner | 9616.6 | 9947.9 | 3.45 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | FlinkRunner | 28487.19 | 1419.5 | -95.02 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_batch | RuntimeMs | DataflowRunner | 251512.15 | 272660.05
| 8.41 | [[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_13_zetasql_batch | RuntimeMs | DirectRunner | 10116.55 | 10219.81 |
1.02 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_batch | RuntimeMs | FlinkRunner | 2626.76 | 2823.05 | 7.47
| [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_batch | RuntimeMs | SparkRunner | 3071.64 | 3256.57 | 6.02
| [[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_13_zetasql_batch | RuntimeMs | SparkStructuredStreamingRunner |
3866.45 | 4046.1 | 4.65 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_streaming | RuntimeMs | DataflowRunner | 112613.81 |
108604.05 | -3.56 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_streaming | RuntimeMs | DirectRunner | 20479.8 | 21277.67 |
3.9 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_streaming | RuntimeMs | FlinkRunner | 30763.14 | 4015.1 |
-86.95 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | DataflowRunner | 61726.75 | 67471.52 | 9.31 |
[[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 | DirectRunner | 3995.65 | 4119.14 | 3.09 |
[[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 | 484.05 | 496.75 | 2.62 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_14_batch | RuntimeMs | SparkRunner | 928.5 | 878.86 | -5.35 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | SparkStructuredStreamingRunner | 1071.27 |
1137.0 | 6.14 | [[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_14_streaming | RuntimeMs | DataflowRunner | 125245.5 | 123927.29 |
-1.05 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_streaming | RuntimeMs | DirectRunner | 11902.65 | 12477.24 | 4.83 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_streaming | RuntimeMs | FlinkRunner | 1691.95 | 1187.35 | -29.82 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_15_batch | RuntimeMs | DataflowRunner | 47791.42 | 47645.78 | -0.3 |
[[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_15_batch | RuntimeMs | DirectRunner | 14967.5 | 15784.05 | 5.46 |
[[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_15_batch | RuntimeMs | FlinkRunner | 416.52 | 458.35 | 10.04 |
[[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 | SparkRunner | 1612.77 | 1628.86 | 1.0 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_15_batch | RuntimeMs | SparkStructuredStreamingRunner | 1146.23 |
1155.76 | 0.83 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_batch | RuntimeMs | DataflowRunner | 52421.53 | 52749.86 | 0.63 |
[[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_16_batch | RuntimeMs | DirectRunner | 83592.45 | 85242.38 | 1.97 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_batch | RuntimeMs | FlinkRunner | 207.71 | 216.2 | 4.09 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_batch | RuntimeMs | SparkRunner | 1317.32 | 1326.52 | 0.7 |
[[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_16_batch | RuntimeMs | SparkStructuredStreamingRunner | 657.18 |
705.29 | 7.32 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_16_streaming | RuntimeMs | DataflowRunner | 93018.5 | 105285.55 |
13.19 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_streaming | RuntimeMs | DirectRunner | 108747.15 | 114837.38 | 5.6
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_streaming | RuntimeMs | FlinkRunner | 439.33 | 476.45 | 8.45 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_batch | RuntimeMs | DataflowRunner | 22257.43 | 21114.45 | -5.14 |
[[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 | DirectRunner | 3021.2 | 3190.29 | 5.6 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_batch | RuntimeMs | FlinkRunner | 334.62 | 327.1 | -2.25 |
[[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_batch | RuntimeMs | SparkRunner | 464.14 | 455.48 | -1.87 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 471.86 | 519.71
| 10.14 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_batch | RuntimeMs | DataflowRunner | 30906.0 | 34661.57 | 12.15
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_batch | RuntimeMs | DirectRunner | 3456.8 | 3606.33 | 4.33 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_batch | RuntimeMs | FlinkRunner | 513.76 | 566.5 | 10.27 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_batch | RuntimeMs | SparkRunner | 2298.23 | 2428.19 | 5.65 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 2386.32 |
2493.57 | 4.49 | [[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_streaming | RuntimeMs | DataflowRunner | 20529.63 | 20371.76 |
-0.77 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_streaming | RuntimeMs | DirectRunner | 11056.05 | 11507.38 |
4.08 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_streaming | RuntimeMs | FlinkRunner | 668.71 | 718.35 | 7.42 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_streaming | RuntimeMs | DataflowRunner | 30413.97 | 30014.9 | -1.31
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_streaming | RuntimeMs | DirectRunner | 8006.2 | 8237.05 | 2.88 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | FlinkRunner | 644.81 | 658.65 | 2.15 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | DataflowRunner | 16023.99 | 14866.31 | -7.22 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | DirectRunner | 1248.0 | 1346.0 | 7.85 |
[[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 | 168.57 | 183.25 | 8.71 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | SparkRunner | 284.77 | 304.29 | 6.85 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 298.68 | 310.86
| 4.08 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_batch | RuntimeMs | DataflowRunner | 24177.25 | 25873.9 | 7.02 |
[[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 | DirectRunner | 1517.15 | 1560.43 | 2.85 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_sql_batch | RuntimeMs | FlinkRunner | 327.43 | 391.45 | 19.55 |
[[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_2_sql_batch | RuntimeMs | SparkRunner | 713.59 | 768.33 | 7.67 |
[[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_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 781.77 |
807.19 | 3.25 | [[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_2_sql_streaming | RuntimeMs | DataflowRunner | 13663.26 | 13916.05 |
1.85 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_streaming | RuntimeMs | DirectRunner | 6557.3 | 6832.62 | 4.2 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | FlinkRunner | 361.76 | 396.2 | 9.52 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | DataflowRunner | 20151.81 | 19557.77 | -2.95
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | DirectRunner | 5027.4 | 5210.76 | 3.65 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | FlinkRunner | 289.33 | 288.4 | -0.32 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_batch | RuntimeMs | DataflowRunner | 72291.56 | 79019.71 |
9.31 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_zetasql_batch | RuntimeMs | DirectRunner | 2721.1 | 2832.52 | 4.09 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_batch | RuntimeMs | FlinkRunner | 818.71 | 875.45 | 6.93 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_zetasql_batch | RuntimeMs | SparkRunner | 967.32 | 1028.95 | 6.37 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_2_zetasql_batch | RuntimeMs | SparkStructuredStreamingRunner | 990.09
| 1045.86 | 5.63 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_streaming | RuntimeMs | DataflowRunner | 39764.93 | 39135.24
| -1.58 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_streaming | RuntimeMs | DirectRunner | 7914.75 | 8226.48 |
3.94 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_streaming | RuntimeMs | FlinkRunner | 1147.81 | 1234.2 |
7.53 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_batch | RuntimeMs | DataflowRunner | 26064.5 | 27993.62 | 7.4 |
[[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_batch | RuntimeMs | DirectRunner | 2838.2 | 3014.9 | 6.23 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_batch | RuntimeMs | FlinkRunner | 1146.62 | 1236.75 | 7.86 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_batch | RuntimeMs | SparkRunner | 2028.18 | 2074.62 | 2.29 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_sql_batch | RuntimeMs | DataflowRunner | 27905.14 | 29943.1 | 7.3 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_batch | RuntimeMs | DirectRunner | 3139.8 | 3312.05 | 5.49 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_sql_batch | RuntimeMs | FlinkRunner | 1406.95 | 1457.4 | 3.59 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_sql_batch | RuntimeMs | SparkRunner | 3444.09 | 3671.95 | 6.62 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_sql_streaming | RuntimeMs | DataflowRunner | 32240.22 | 31974.9 |
-0.82 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_streaming | RuntimeMs | DirectRunner | 7944.55 | 8399.62 | 5.73
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_sql_streaming | RuntimeMs | FlinkRunner | 971.67 | 1052.55 | 8.32 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DataflowRunner | 43638.14 | 44610.57 | 2.23
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DirectRunner | 7564.9 | 7912.76 | 4.6 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 513.48 | 621.55 | 21.05 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_batch | RuntimeMs | DataflowRunner | 57912.04 | 62357.33 |
7.68 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_zetasql_batch | RuntimeMs | DirectRunner | 3570.95 | 3709.29 | 3.87
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_batch | RuntimeMs | FlinkRunner | 1702.95 | 1802.05 | 5.82 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_batch | RuntimeMs | SparkRunner | 3142.91 | 3372.33 | 7.3 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | DataflowRunner | 45982.44 | 47032.29
| 2.28 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | DirectRunner | 8515.1 | 8846.86 |
3.9 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | FlinkRunner | 1249.38 | 1557.2 |
24.64 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_batch | RuntimeMs | DataflowRunner | 42152.36 | 35078.48 | -16.78 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_4_batch | RuntimeMs | DirectRunner | 2420.85 | 2521.05 | 4.14 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_batch | RuntimeMs | FlinkRunner | 875.81 | 959.6 | 9.57 |
[[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_4_batch | RuntimeMs | SparkRunner | 1209.95 | 1226.43 | 1.36 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | SparkStructuredStreamingRunner | 2488.09 |
2983.05 | 19.89 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_streaming | RuntimeMs | DataflowRunner | 50289.5 | 50228.9 | -0.12 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | DirectRunner | 2803.1 | 2905.76 | 3.66 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | FlinkRunner | 958.29 | 1111.85 | 16.02 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | DataflowRunner | 36413.94 | 35348.98 | -2.92 |
[[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 | 9297.7 | 10119.48 | 8.84 |
[[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_5_batch | RuntimeMs | FlinkRunner | 800.57 | 898.35 | 12.21 |
[[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_5_batch | RuntimeMs | SparkRunner | 1552.45 | 1548.43 | -0.26 |
[[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 | 1576.82 |
1687.52 | 7.02 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_streaming | RuntimeMs | DataflowRunner | 208145.59 | 209362.63 |
0.58 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | DirectRunner | 19803.75 | 21703.43 | 9.59 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | FlinkRunner | 1438.81 | 1461.85 | 1.6 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_batch | RuntimeMs | DataflowRunner | 30898.61 | 32488.33 | 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/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_6_batch | RuntimeMs | DirectRunner | 1748.45 | 1797.67 | 2.81 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_6_batch | RuntimeMs | FlinkRunner | 544.86 | 600.85 | 10.28 |
[[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_6_batch | RuntimeMs | SparkRunner | 676.73 | 701.9 | 3.72 |
[[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_6_batch | RuntimeMs | SparkStructuredStreamingRunner | 1025.09 |
1282.67 | 25.13 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_streaming | RuntimeMs | DataflowRunner | 36987.68 | 39954.95 | 8.02
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_streaming | RuntimeMs | DirectRunner | 2116.7 | 2182.1 | 3.09 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | FlinkRunner | 509.95 | 567.8 | 11.34 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_batch | RuntimeMs | DataflowRunner | 53658.04 | 57059.05 | 6.34 |
[[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_7_batch | RuntimeMs | DirectRunner | 18226.5 | 18780.95 | 3.04 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_batch | RuntimeMs | FlinkRunner | 663.1 | 698.15 | 5.29 |
[[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_batch | RuntimeMs | SparkRunner | 1598.05 | 1566.48 | -1.98 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_batch | RuntimeMs | SparkStructuredStreamingRunner | 794.59 |
1434.24 | 80.5 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_batch | RuntimeMs | DataflowRunner | 75428.39 | 81712.43 | 8.33
| [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_batch | RuntimeMs | DirectRunner | 177911.85 | 219776.52 | 23.53
| [[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_7_sql_batch | RuntimeMs | FlinkRunner | 2579.0 | 2727.15 | 5.74 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_batch | RuntimeMs | SparkRunner | 6958.09 | 7368.19 | 5.89 |
[[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_7_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 7796.91 |
8633.1 | 10.72 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | DataflowRunner | 986316.89 | 1008413.81
| 2.24 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 659925.95 | 881792.62 |
33.62 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | FlinkRunner | 3423.14 | 3598.05 | 5.11 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | DataflowRunner | 129110.82 | 124385.84 |
-3.66 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | DirectRunner | 839794.7 | 866609.48 | 3.19 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | FlinkRunner | 11797.62 | 1391.3 | -88.21 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_batch | RuntimeMs | DataflowRunner | 22403.45 | 21098.72 | -5.82 |
[[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_8_batch | RuntimeMs | DirectRunner | 2329.7 | 2402.86 | 3.14 |
[[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_8_batch | RuntimeMs | FlinkRunner | 471.71 | 531.1 | 12.59 |
[[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_8_batch | RuntimeMs | SparkRunner | 1475.73 | 1482.9 | 0.49 |
[[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 | SparkStructuredStreamingRunner | 1153.45 |
1439.86 | 24.83 | [[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_8_streaming | RuntimeMs | DataflowRunner | 62023.53 | 62069.4 | 0.07 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | DirectRunner | 6787.3 | 7296.14 | 7.5 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | FlinkRunner | 466.33 | 580.1 | 24.4 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | DataflowRunner | 29069.14 | 31301.57 | 7.68 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_batch | RuntimeMs | DirectRunner | 1365.1 | 1410.52 | 3.33 |
[[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_9_batch | RuntimeMs | FlinkRunner | 332.1 | 369.3 | 11.2 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | SparkRunner | 553.82 | 565.57 | 2.12 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | SparkStructuredStreamingRunner | 728.32 | 945.33
| 29.8 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | DataflowRunner | 32186.07 | 31076.67 | -3.45
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | DirectRunner | 1704.0 | 1793.0 | 5.22 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | FlinkRunner | 412.95 | 380.85 | -7.77 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
tpcds_query10_Calcite_1GB | RuntimeMs | DataflowRunner | 368669.89 | 373023.29
| 1.18 | [[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_query10_Calcite_1GB | RuntimeMs | FlinkRunner | 34190.05 | 34629.95 |
1.29 | [[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 | SparkRunner | 57520.33 | 58684.15 |
2.02 | [[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_query10_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
51565.86 | 53993.85 | 4.71 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query25_Calcite_1GB | RuntimeMs | DataflowRunner | 382360.43 | 378647.67
| -0.97 | [[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 | 39955.45 | 40601.91 |
1.62 | [[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 | SparkRunner | 57996.67 | 58722.65 |
1.25 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query25_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
54778.14 | 55931.4 | 2.11 | [[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_query26_Calcite_1GB | RuntimeMs | DataflowRunner | 366667.32 | 340863.33
| -7.04 | [[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_query26_Calcite_1GB | RuntimeMs | FlinkRunner | 20457.2 | 20854.59 |
1.94 | [[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_query26_Calcite_1GB | RuntimeMs | SparkRunner | 23239.81 | 23674.6 |
1.87 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query26_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
22033.95 | 22936.95 | 4.1 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query29_Calcite_1GB | RuntimeMs | DataflowRunner | 376783.32 | 383260.43
| 1.72 | [[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 | FlinkRunner | 38111.85 | 38986.45 |
2.29 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query29_Calcite_1GB | RuntimeMs | SparkRunner | 55649.62 | 56962.7 |
2.36 | [[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 |
54172.29 | 55533.9 | 2.51 | [[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 | 369788.43 | 388705.05
| 5.12 | [[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 | 28525.75 | 29094.55 |
1.99 | [[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_query35_Calcite_1GB | RuntimeMs | SparkRunner | 51907.95 | 53015.15 |
2.13 | [[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_query35_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
46575.81 | 47805.9 | 2.64 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query38_Calcite_1GB | RuntimeMs | DataflowRunner | 361120.64 | 346939.33
| -3.93 | [[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_query38_Calcite_1GB | RuntimeMs | FlinkRunner | 21226.85 | 21870.41 |
3.03 | [[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_query38_Calcite_1GB | RuntimeMs | SparkRunner | 22043.19 | 22211.35 |
0.76 | [[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 | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query3_Calcite_1GB | RuntimeMs | DataflowRunner | 326423.43 | 329508.05
| 0.94 | [[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 | FlinkRunner | 35307.2 | 36697.45 | 3.94
| [[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 | 37732.14 | 39002.95 |
3.37 | [[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_query3_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
36558.29 | 38480.25 | 5.26 |
[[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 | 344122.54 | 343097.19
| -0.3 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query40_Calcite_1GB | RuntimeMs | FlinkRunner | 28409.8 | 28538.82 |
0.45 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query40_Calcite_1GB | RuntimeMs | SparkRunner | 26317.57 | 26565.4 |
0.94 | [[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_query40_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
25771.62 | 25773.6 | 0.01 | [[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 | DataflowRunner | 326972.04 | 339885.24
| 3.95 | [[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 | 22467.95 | 22624.55 |
0.7 | [[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 | 24197.57 | 23876.6 |
-1.33 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query42_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
19774.14 | 20224.7 | 2.28 | [[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 | DataflowRunner | 322577.29 | 324364.48
| 0.55 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query43_Calcite_1GB | RuntimeMs | FlinkRunner | 22389.4 | 22415.05 |
0.11 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query43_Calcite_1GB | RuntimeMs | SparkRunner | 23718.24 | 24531.45 |
3.43 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query43_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
19299.14 | 19764.5 | 2.41 | [[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_query52_Calcite_1GB | RuntimeMs | DataflowRunner | 325136.64 | 326462.95
| 0.41 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query52_Calcite_1GB | RuntimeMs | FlinkRunner | 22213.0 | 22618.55 |
1.83 | [[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_query52_Calcite_1GB | RuntimeMs | SparkRunner | 23403.71 | 23977.55 |
2.45 | [[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 |
19252.29 | 19901.7 | 3.37 | [[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 | DataflowRunner | 328958.86 | 328508.14
| -0.14 | [[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 | FlinkRunner | 21886.55 | 22360.32 |
2.16 | [[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 | 23646.29 | 23917.75 |
1.15 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query55_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
19426.43 | 19763.65 | 1.74 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query69_Calcite_1GB | RuntimeMs | DataflowRunner | 375973.82 | 384201.81
| 2.19 | [[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 | FlinkRunner | 29925.4 | 30442.14 |
1.73 | [[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 | SparkRunner | 50936.52 | 52449.65 |
2.97 | [[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_query69_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
45408.14 | 47033.05 | 3.58 |
[[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 | 349020.21 | 359007.86
| 2.86 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query79_Calcite_1GB | RuntimeMs | FlinkRunner | 34584.2 | 34846.64 |
0.76 | [[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_query79_Calcite_1GB | RuntimeMs | SparkRunner | 39951.14 | 40322.4 |
0.93 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query79_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
37031.76 | 38500.5 | 3.97 |
[[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 | DataflowRunner | 350534.29 | 353833.43
| 0.94 | [[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 | FlinkRunner | 39425.4 | 40845.86 | 3.6
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query7_Calcite_1GB | RuntimeMs | SparkRunner | 42228.38 | 43730.5 | 3.56
| [[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 | SparkStructuredStreamingRunner |
38254.62 | 39834.7 | 4.13 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | DataflowRunner | 357636.71 | 370276.24
| 3.53 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | FlinkRunner | 9390.85 | 9547.95 | 1.67
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | SparkRunner | 9817.95 | 10143.5 | 3.32
| [[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_query83_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
17780.29 | 17429.95 | -1.97 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query84_Calcite_1GB | RuntimeMs | DataflowRunner | 324148.61 | 334856.19
| 3.3 | [[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_query84_Calcite_1GB | RuntimeMs | FlinkRunner | 19243.35 | 19683.86 |
2.29 | [[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_query84_Calcite_1GB | RuntimeMs | SparkRunner | 18500.14 | 18827.55 |
1.77 | [[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_query84_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
17604.86 | 18175.3 | 3.24 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query87_Calcite_1GB | RuntimeMs | DataflowRunner | 347059.75 | 337746.86
| -2.68 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query87_Calcite_1GB | RuntimeMs | FlinkRunner | 21276.2 | 21906.64 |
2.96 | [[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 | SparkRunner | 21755.76 | 22552.75 |
3.66 | [[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_query87_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
23940.52 | 24311.85 | 1.55 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query93_Calcite_1GB | RuntimeMs | DataflowRunner | 345918.43 | 342353.0
| -1.03 | [[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_query93_Calcite_1GB | RuntimeMs | FlinkRunner | 45672.45 | 46409.73 |
1.61 | [[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_query93_Calcite_1GB | RuntimeMs | SparkRunner | 46943.38 | 47463.2 |
1.11 | [[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_query93_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
38976.33 | 40159.95 | 3.04 |
[[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_query96_Calcite_1GB | RuntimeMs | DataflowRunner | 338727.96 | 329051.62
| -2.86 | [[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 | 18779.1 | 19108.77 |
1.76 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query96_Calcite_1GB | RuntimeMs | SparkRunner | 20433.81 | 21358.75 |
4.53 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query96_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
19472.33 | 20157.55 | 3.52 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)