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Posted to dev@beam.apache.org by Apache Jenkins Server <je...@builds.apache.org> on 2020/09/21 12:01:37 UTC

Beam Metrics Report (2020-09-21)

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# Beam Metrics Report

Color legend:  >= 20 | >= 10 | <= -10 | <= -20  
---|---|---|---  
  
## Possible regression

**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**  
---|---|---|---|---|---|---  
java_streaming_cogbk_4 | dataflow_runtime_sec | - | 141.13 | 157.98 | 11.94 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 65.0 | 74.25 |
14.23 |  [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)  
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 444.14
| 584.25 | 31.55 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 456.29
| 521.25 | 14.24 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
nexmark_0_batch | RuntimeMs | SparkRunner | 1522.0 | 1731.28 | 13.75 |
[[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)  
nexmark_11_batch | RuntimeMs | SparkRunner | 1523.68 | 1734.56 | 13.84 |
[[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)  
nexmark_14_batch | RuntimeMs | SparkRunner | 1174.86 | 1337.17 | 13.82 |
[[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)  
nexmark_2_batch | RuntimeMs | SparkRunner | 295.39 | 341.78 | 15.7 |
[[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)  
nexmark_6_batch | RuntimeMs | SparkRunner | 887.29 | 1005.39 | 13.31 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_7_batch | RuntimeMs | SparkRunner | 1388.0 | 1680.94 | 21.11 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)  
  
## Possible improvement

**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**  
---|---|---|---|---|---|---  
java_batch_cogbk_4 | dataflow_runtime_sec | - | 28.91 | 25.94 | -10.25 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_batch_combine_5 | sparkstructuredstreaming_runtime_sec | - | 147.96 |
126.64 | -14.41 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 134.48 | 113.4 |
-15.68 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 79.05 | 67.03 |
-15.2 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_streaming_pardo_3 | dataflow_runtime_sec | - | 15.5 | 13.84 | -10.74 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
jdbcioit_results | write_time | - | 62.04 | 53.83 | -13.23 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
kafkaioit_results | write_time | - | 249.11 | 180.26 | -27.64 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
python_batch_combine_5 | python_flink_batch_combine_5_runtime | - | 144.86 |
129.75 | -10.43 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_batch_pardo_1 | python_flink_batch_pardo_1_runtime | - | 942.86 |
816.75 | -13.38 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_batch_pardo_2 | python_dataflow_batch_pardo_2_runtime | - | 1656.29 |
1484.25 | -10.39 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 160.14 |
138.75 | -13.36 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
487.14 | 433.25 | -11.06 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
python_streaming_combine_4 | python_dataflow_streaming_combine_4_runtime | - |
57.0 | 42.83 | -24.85 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_streaming_combine_5 | python_dataflow_streaming_combine_5_runtime | - |
61.33 | 47.33 | -22.83 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_streaming_pardo_1 | python_flink_streaming_pardo_5_runtime | - | 184.12
| 158.25 | -14.05 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_streaming_pardo_6 | python_flink_streaming_pardo_6_runtime | - | 38.88
| 0.0 | -100.0 |  
textioit_hdfs_results | read_time | - | 24.72 | 22.11 | -10.53 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
nexmark_10_batch | RuntimeMs | SparkRunner | 757.04 | 655.11 | -13.46 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_12_streaming | RuntimeMs | FlinkRunner | 784.8 | 700.75 | -10.71 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_batch | RuntimeMs | FlinkRunner | 333.86 | 281.94 | -15.55 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_1_batch | RuntimeMs | FlinkRunner | 307.11 | 267.0 | -13.06 |
[[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)  
nexmark_2_batch | RuntimeMs | DirectRunner | 1440.39 | 1284.22 | -10.84 |
[[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)  
nexmark_2_batch | RuntimeMs | FlinkRunner | 124.07 | 101.83 | -17.92 |
[[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)  
nexmark_6_streaming | RuntimeMs | FlinkRunner | 440.9 | 391.5 | -11.2 |
[[1]](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 | - | 118.38 | 113.83 | -3.85 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
avroioit_hdfs_results | write_time | - | 171.84 | 173.44 | 0.93 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
avroioit_results | read_time | - | 117.45 | 119.42 | 1.68 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
avroioit_results | write_time | - | 160.93 | 158.47 | -1.53 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
bqio_10GB_results_java_batch_avro | avro_write_time | - | 53.76 | 55.08 | 2.44
|  [[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
bqio_10GB_results_java_batch_avro | read_time | - | 64.0 | 62.25 | -2.74 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
bqio_10GB_results_java_batch_json | read_time | - | 59.0 | 58.38 | -1.06 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
bqio_10GB_results_java_batch_json | write_time | - | 95.29 | 97.4 | 2.21 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
bqio_10GB_results_java_stream | read_time | - | 19.29 | 19.1 | -0.97 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
bqio_10GB_results_java_stream | write_time | - | 138.46 | 138.99 | 0.38 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
compressed_textioit_hdfs_results | read_time | - | 220.26 | 206.45 | -6.27 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
compressed_textioit_hdfs_results | write_time | - | 300.32 | 292.72 | -2.53 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
compressed_textioit_results | read_time | - | 206.06 | 203.48 | -1.25 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
compressed_textioit_results | write_time | - | 270.25 | 273.62 | 1.25 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
hadoopformatioit_results | read_time | - | 8.81 | 8.37 | -5.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
hadoopformatioit_results | write_time | - | 13.15 | 12.74 | -3.12 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
java_batch_cogbk_1 | dataflow_runtime_sec | - | 77.1 | 75.12 | -2.56 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_batch_cogbk_1 | sparkstructuredstreaming_runtime_sec | - | 141.48 |
136.76 | -3.34 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_batch_cogbk_2 | dataflow_runtime_sec | - | 77.52 | 73.82 | -4.78 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_batch_cogbk_2 | sparkstructuredstreaming_runtime_sec | - | 133.12 |
128.63 | -3.38 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_batch_cogbk_3 | dataflow_runtime_sec | - | 26.48 | 26.47 | -0.04 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 21.31 | 20.71
| -2.8 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_batch_cogbk_4 | dataflow_runtime_sec | - | 28.91 | 25.94 | -10.25 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 21.85 | 20.81
| -4.77 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_batch_combine_1 | dataflow_runtime_sec | - | 87.59 | 84.57 | -3.45 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
java_batch_combine_1 | sparkstructuredstreaming_runtime_sec | - | 568.45 |
547.96 | -3.6 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
java_batch_combine_4 | dataflow_runtime_sec | - | 35.43 | 38.69 | 9.2 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
java_batch_combine_4 | sparkstructuredstreaming_runtime_sec | - | 130.22 |
126.88 | -2.57 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
java_batch_combine_5 | dataflow_runtime_sec | - | 37.05 | 36.41 | -1.74 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
java_batch_combine_5 | sparkstructuredstreaming_runtime_sec | - | 147.96 |
126.64 | -14.41 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
java_batch_gbk_1 | dataflow_runtime_sec | - | 264.82 | 257.89 | -2.62 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 612.73 | 585.13
| -4.5 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_2 | dataflow_runtime_sec | - | 67.5 | 64.74 | -4.09 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 130.56 | 138.65
| 6.2 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_3 | dataflow_runtime_sec | - | 29.92 | 30.14 | 0.75 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 9.94 | 9.16 |
-7.82 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_4 | dataflow_runtime_sec | - | 31.56 | 30.56 | -3.18 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 134.48 | 113.4 |
-15.68 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_5 | dataflow_runtime_sec | - | 32.96 | 32.57 | -1.2 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 123.69 | 111.61
| -9.76 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_6 | dataflow_runtime_sec | - | 70.19 | 73.02 | 4.04 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 79.05 | 67.03 |
-15.2 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_7 | dataflow_runtime_sec | - | 106.18 | 99.51 | -6.28 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_gbk_7 | sparkstructuredstreaming_runtime_sec | - | 100.09 | 98.04 |
-2.05 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_batch_pardo_1 | dataflow_runtime_sec | - | 29.26 | 27.41 | -6.33 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 43.21 | 46.31
| 7.18 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
java_batch_pardo_2 | dataflow_runtime_sec | - | 188.42 | 184.7 | -1.97 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
java_batch_pardo_3 | dataflow_runtime_sec | - | 20.53 | 21.0 | 2.29 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
java_batch_pardo_4 | dataflow_runtime_sec | - | 34.54 | 33.14 | -4.07 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
java_streaming_cogbk_1 | dataflow_runtime_sec | - | 1037.79 | 1014.11 | -2.28
|  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_streaming_cogbk_2 | dataflow_runtime_sec | - | 996.93 | 1079.21 | 8.25 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_streaming_cogbk_3 | dataflow_runtime_sec | - | 136.23 | 144.92 | 6.38 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_streaming_cogbk_4 | dataflow_runtime_sec | - | 141.13 | 157.98 | 11.94 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
java_streaming_combine_1 | dataflow_runtime_sec | - | 581.53 | 575.53 | -1.03
|  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
java_streaming_combine_4 | dataflow_runtime_sec | - | 354.0 | 343.44 | -2.98 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
java_streaming_combine_5 | dataflow_runtime_sec | - | 341.24 | 338.07 | -0.93
|  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
java_streaming_gbk_1 | dataflow_runtime_sec | - | 788.6 | 809.34 | 2.63 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_streaming_gbk_2 | dataflow_runtime_sec | - | 983.11 | 962.67 | -2.08 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_streaming_gbk_3 | dataflow_runtime_sec | - | 28.08 | 28.22 | 0.49 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_streaming_gbk_4 | dataflow_runtime_sec | - | 340.67 | 342.02 | 0.4 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_streaming_gbk_5 | dataflow_runtime_sec | - | 363.13 | 340.95 | -6.11 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_streaming_gbk_6 | dataflow_runtime_sec | - | 86.24 | 85.47 | -0.9 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_streaming_gbk_7 | dataflow_runtime_sec | - | 141.38 | 143.39 | 1.42 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
java_streaming_pardo_1 | dataflow_runtime_sec | - | 19.63 | 18.71 | -4.68 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
java_streaming_pardo_2 | dataflow_runtime_sec | - | 220.01 | 224.87 | 2.21 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
java_streaming_pardo_3 | dataflow_runtime_sec | - | 15.5 | 13.84 | -10.74 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
java_streaming_pardo_4 | dataflow_runtime_sec | - | 31.42 | 31.93 | 1.62 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
jdbcioit_results | read_time | - | 36.13 | 37.09 | 2.65 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
jdbcioit_results | write_time | - | 62.04 | 53.83 | -13.23 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
kafkaioit_results | read_time | - | 796.65 | 804.62 | 1.0 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
kafkaioit_results | write_time | - | 249.11 | 180.26 | -27.64 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
many_files_textioit_hdfs_results | read_time | - | 20.95 | 20.58 | -1.77 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
many_files_textioit_hdfs_results | write_time | - | 100.79 | 104.09 | 3.27 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
many_files_textioit_results | read_time | - | 43.25 | 42.49 | -1.75 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
many_files_textioit_results | write_time | - | 117.08 | 119.09 | 1.71 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
mongodbioit_results | read_time | - | 29.97 | 29.05 | -3.07 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
mongodbioit_results | write_time | - | 75.11 | 68.78 | -8.43 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
parquetioit_hdfs_results | read_time | - | 110.33 | 114.84 | 4.09 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
parquetioit_hdfs_results | write_time | - | 182.74 | 193.9 | 6.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
parquetioit_results | read_time | - | 118.45 | 120.58 | 1.8 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
parquetioit_results | write_time | - | 187.14 | 191.8 | 2.49 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
python_batch_cogbk_1 | python_dataflow_batch_cogbk_1_runtime | - | 451.57 |
460.75 | 2.03 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 307.5 |
303.5 | -1.3 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
python_batch_cogbk_3 | python_dataflow_batch_cogbk_3_runtime | - | 302.17 |
297.0 | -1.71 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
python_batch_cogbk_4 | python_dataflow_batch_cogbk_4_runtime | - | 295.67 |
294.25 | -0.48 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
python_batch_combine_1 | python_dataflow_batch_combine_1_runtime | - | 927.86
| 908.5 | -2.09 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_batch_combine_1 | python_flink_batch_combine_1_runtime | - | 5352.86 |
5399.25 | 0.87 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_batch_combine_4 | python_dataflow_batch_combine_4_runtime | - | 35.57 |
34.5 | -3.01 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_batch_combine_4 | python_flink_batch_combine_4_runtime | - | 194.43 |
200.0 | 2.87 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 33.0 |
31.25 | -5.3 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_batch_combine_5 | python_flink_batch_combine_5_runtime | - | 144.86 |
129.75 | -10.43 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_batch_gbk_1 | python_dataflow_batch_gbk_1_runtime | - | 1948.71 |
1976.5 | 1.43 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_batch_gbk_2 | python_dataflow_batch_gbk_2_runtime | - | 339.86 | 361.5
| 6.37 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 36.71 | 34.75 |
-5.35 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 106.29 | 105.5
| -0.74 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_batch_gbk_5 | python_dataflow_batch_gbk_5_runtime | - | 101.71 | 111.0
| 9.13 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_batch_gbk_6 | python_dataflow_batch_gbk_6_runtime | - | 373.71 | 377.5
| 1.01 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_batch_gbk_7 | python_dataflow_batch_gbk_7_runtime | - | 371.0 | 377.0 |
1.62 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 178.14 |
168.0 | -5.69 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_batch_pardo_1 | python_flink_batch_pardo_1_runtime | - | 942.86 |
816.75 | -13.38 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_batch_pardo_2 | python_dataflow_batch_pardo_2_runtime | - | 1656.29 |
1484.25 | -10.39 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 160.14 |
138.75 | -13.36 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_batch_pardo_3 | python_flink_batch_pardo_3_runtime | - | 810.86 |
739.25 | -8.83 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_batch_pardo_4 | python_dataflow_batch_pardo_4_runtime | - | 367.29 |
342.5 | -6.75 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_batch_pardo_4 | python_flink_batch_pardo_4_runtime | - | 2528.86 |
2522.75 | -0.24 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 129.43 |
121.25 | -6.32 |  [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)  
python_bqio_write_10GB_results | bqio_write_10GB_results_runtime | - | 263.57
| 265.25 | 0.64 |  [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)  
python_psio_2GB_results | pubsub_io_perf_read_runtime | - | 71.86 | 64.75 |
-9.89 |  [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)  
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 65.0 | 74.25 |
14.23 |  [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)  
python_streaming_cogbk_1 | python_dataflow_streaming_cogbk_1_runtime | - |
761.29 | 766.0 | 0.62 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
487.14 | 433.25 | -11.06 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
python_streaming_cogbk_3 | python_dataflow_streaming_cogbk_3_runtime | - |
1365.43 | 1405.5 | 2.93 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
475.86 | 440.75 | -7.38 |  [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)  
python_streaming_combine_1 | python_dataflow_streaming_combine_1_runtime | - |
1570.33 | 1633.5 | 4.02 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_streaming_combine_4 | python_dataflow_streaming_combine_4_runtime | - |
57.0 | 42.83 | -24.85 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_streaming_combine_5 | python_dataflow_streaming_combine_5_runtime | - |
61.33 | 47.33 | -22.83 |  [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)  
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 174.57
| 186.75 | 6.98 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 444.14
| 584.25 | 31.55 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 456.29
| 521.25 | 14.24 |  [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)  
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
242.17 | 235.75 | -2.65 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_streaming_pardo_1 | python_flink_streaming_pardo_5_runtime | - | 184.12
| 158.25 | -14.05 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
3170.33 | 3043.75 | -3.99 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_streaming_pardo_2 | python_flink_streaming_pardo_2_runtime | - |
4382.33 | 4001.0 | -8.7 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_streaming_pardo_3 | python_dataflow_streaming_pardo_3_runtime | - |
193.0 | 193.25 | 0.13 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_streaming_pardo_3 | python_flink_streaming_pardo_3_runtime | - | 272.0
| 271.75 | -0.09 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
569.67 | 610.0 | 7.08 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_streaming_pardo_4 | python_flink_streaming_pardo_4_runtime | - | 708.33
| 671.75 | -5.16 |  [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)  
python_streaming_pardo_6 | python_flink_streaming_pardo_6_runtime | - | 38.88
| 0.0 | -100.0 |  
textioit_hdfs_results | read_time | - | 24.72 | 22.11 | -10.53 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
textioit_hdfs_results | write_time | - | 44.78 | 44.12 | -1.48 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
textioit_results | read_time | - | 24.31 | 24.35 | 0.2 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
textioit_results | write_time | - | 41.16 | 42.46 | 3.16 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
tfrecordioit_results | read_time | - | 24.57 | 25.05 | 1.95 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
tfrecordioit_results | write_time | - | 32.27 | 31.33 | -2.93 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
wordcount_py27_results | runtime | - | 887.47 | 916.52 | 3.27 |
[[1]](http://metrics.beam.apache.org/d/1cnwVDkGk)  
wordcount_py37_results | runtime | - | 802.91 | 810.27 | 0.92 |
[[1]](http://metrics.beam.apache.org/d/1cnwVDkGk)  
xmlioit_hdfs_results | read_time | - | 26.56 | 24.39 | -8.16 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
xmlioit_hdfs_results | write_time | - | 39.95 | 37.95 | -5.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
xmlioit_results | read_time | - | 26.74 | 28.44 | 6.34 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
xmlioit_results | write_time | - | 36.45 | 34.98 | -4.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)  
nexmark_0_batch | RuntimeMs | DataflowRunner | 60267.39 | 58027.67 | -3.72 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_0_batch | RuntimeMs | DirectRunner | 2554.21 | 2749.06 | 7.63 |
[[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)  
nexmark_0_batch | RuntimeMs | FlinkRunner | 1035.57 | 956.39 | -7.65 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)  
nexmark_0_batch | RuntimeMs | SparkRunner | 1522.0 | 1731.28 | 13.75 |
[[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)  
nexmark_0_batch | RuntimeMs | SparkStructuredStreamingRunner | 1565.89 |
1475.39 | -5.78 |  [[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)  
nexmark_0_sql_batch | RuntimeMs | DataflowRunner | 56588.57 | 57237.11 | 1.15
|  [[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)  
nexmark_0_sql_batch | RuntimeMs | DirectRunner | 3140.36 | 3184.94 | 1.42 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_0_sql_batch | RuntimeMs | SparkRunner | 1497.5 | 1471.83 | -1.71 |
[[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)  
nexmark_0_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1769.36 |
1689.5 | -4.51 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)  
nexmark_0_sql_streaming | RuntimeMs | DataflowRunner | 25953.18 | 25266.61 |
-2.65 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_0_sql_streaming | RuntimeMs | DirectRunner | 6100.32 | 6151.33 | 0.84
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_0_sql_streaming | RuntimeMs | FlinkRunner | 1601.9 | 1600.5 | -0.09 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_0_streaming | RuntimeMs | DataflowRunner | 24416.82 | 24939.72 | 2.14
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_0_streaming | RuntimeMs | DirectRunner | 4545.14 | 4569.06 | 0.53 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_0_streaming | RuntimeMs | FlinkRunner | 1391.8 | 1415.75 | 1.72 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_0_zetasql_batch | RuntimeMs | DataflowRunner | 1419104.14 | 1442452.44
| 1.65 |  [[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)  
nexmark_0_zetasql_batch | RuntimeMs | DirectRunner | 14079.5 | 14069.89 |
-0.07 |  [[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)  
nexmark_0_zetasql_streaming | RuntimeMs | DataflowRunner | 601169.86 |
606723.28 | 0.92 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_0_zetasql_streaming | RuntimeMs | DirectRunner | 15979.64 | 15984.5 |
0.03 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_0_zetasql_streaming | RuntimeMs | FlinkRunner | 12487.2 | 12331.5 |
-1.25 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_10_batch | RuntimeMs | DataflowRunner | 91376.36 | 89228.5 | -2.35 |
[[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)  
nexmark_10_batch | RuntimeMs | DirectRunner | 2617.39 | 2651.67 | 1.31 |
[[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)  
nexmark_10_batch | RuntimeMs | FlinkRunner | 530.82 | 515.72 | -2.84 |
[[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)  
nexmark_10_batch | RuntimeMs | SparkRunner | 757.04 | 655.11 | -13.46 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_10_batch | RuntimeMs | SparkStructuredStreamingRunner | 1061.21 |
1046.72 | -1.37 |  [[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)  
nexmark_10_streaming | RuntimeMs | DataflowRunner | 96431.57 | 98971.83 | 2.63
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_10_streaming | RuntimeMs | DirectRunner | 16705.93 | 16832.39 | 0.76 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1261.4 | 1305.12 | 3.47 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_11_batch | RuntimeMs | DataflowRunner | 57568.18 | 57470.44 | -0.17 |
[[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)  
nexmark_11_batch | RuntimeMs | DirectRunner | 2338.0 | 2370.67 | 1.4 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_11_batch | RuntimeMs | FlinkRunner | 249.5 | 231.67 | -7.15 |
[[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)  
nexmark_11_batch | RuntimeMs | SparkRunner | 1523.68 | 1734.56 | 13.84 |
[[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)  
nexmark_11_batch | RuntimeMs | SparkStructuredStreamingRunner | 894.25 |
860.17 | -3.81 |  [[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)  
nexmark_11_streaming | RuntimeMs | DataflowRunner | 205458.18 | 206384.44 |
0.45 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_11_streaming | RuntimeMs | DirectRunner | 3217.75 | 3169.5 | -1.5 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_11_streaming | RuntimeMs | FlinkRunner | 1356.8 | 1264.12 | -6.83 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_12_batch | RuntimeMs | DataflowRunner | 40007.57 | 38396.5 | -4.03 |
[[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)  
nexmark_12_batch | RuntimeMs | DirectRunner | 1573.68 | 1582.78 | 0.58 |
[[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)  
nexmark_12_batch | RuntimeMs | FlinkRunner | 185.54 | 188.44 | 1.57 |
[[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)  
nexmark_12_batch | RuntimeMs | SparkRunner | 887.32 | 843.33 | -4.96 |
[[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)  
nexmark_12_batch | RuntimeMs | SparkStructuredStreamingRunner | 725.57 |
711.78 | -1.9 |  [[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)  
nexmark_12_streaming | RuntimeMs | DataflowRunner | 96348.04 | 99379.44 | 3.15
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_12_streaming | RuntimeMs | DirectRunner | 2197.39 | 2112.39 | -3.87 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_12_streaming | RuntimeMs | FlinkRunner | 784.8 | 700.75 | -10.71 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_batch | RuntimeMs | DataflowRunner | 48561.75 | 48764.56 | 0.42 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)  
nexmark_13_batch | RuntimeMs | DirectRunner | 1537.5 | 1560.56 | 1.5 |
[[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)  
nexmark_13_batch | RuntimeMs | FlinkRunner | 333.86 | 281.94 | -15.55 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_batch | RuntimeMs | SparkRunner | 334.07 | 306.94 | -8.12 |
[[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)  
nexmark_13_batch | RuntimeMs | SparkStructuredStreamingRunner | 476.32 |
487.56 | 2.36 |  [[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)  
nexmark_13_sql_batch | RuntimeMs | DataflowRunner | 117838.79 | 118217.28 |
0.32 |  [[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)  
nexmark_13_sql_batch | RuntimeMs | DirectRunner | 4453.75 | 4450.17 | -0.08 |
[[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)  
nexmark_13_sql_batch | RuntimeMs | SparkRunner | 1502.89 | 1466.11 | -2.45 |
[[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)  
nexmark_13_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1585.04 |
1605.11 | 1.27 |  [[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)  
nexmark_13_sql_streaming | RuntimeMs | DataflowRunner | 40473.0 | 41754.56 |
3.17 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_sql_streaming | RuntimeMs | DirectRunner | 5184.93 | 5220.11 | 0.68
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_sql_streaming | RuntimeMs | FlinkRunner | 2881.3 | 2853.12 | -0.98
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_streaming | RuntimeMs | DataflowRunner | 30155.29 | 30503.11 | 1.15
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_streaming | RuntimeMs | DirectRunner | 2493.14 | 2511.67 | 0.74 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_streaming | RuntimeMs | FlinkRunner | 1282.9 | 1226.0 | -4.44 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_zetasql_batch | RuntimeMs | DataflowRunner | 3438749.25 |
3417097.06 | -0.63 |  [[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)  
nexmark_13_zetasql_batch | RuntimeMs | DirectRunner | 28719.57 | 28888.17 |
0.59 |  [[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)  
nexmark_13_zetasql_streaming | RuntimeMs | DataflowRunner | 1249565.71 |
1241808.06 | -0.62 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_zetasql_streaming | RuntimeMs | DirectRunner | 23956.18 | 24051.28
| 0.4 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_13_zetasql_streaming | RuntimeMs | FlinkRunner | 21957.2 | 21338.75 |
-2.82 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_14_batch | RuntimeMs | DataflowRunner | 114101.07 | 113981.78 | -0.1 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_14_batch | RuntimeMs | DirectRunner | 2475.82 | 2479.56 | 0.15 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_14_batch | RuntimeMs | FlinkRunner | 519.75 | 499.11 | -3.97 |
[[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)  
nexmark_14_batch | RuntimeMs | SparkRunner | 1174.86 | 1337.17 | 13.82 |
[[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)  
nexmark_14_batch | RuntimeMs | SparkStructuredStreamingRunner | 1066.36 |
1085.61 | 1.81 |  [[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)  
nexmark_14_streaming | RuntimeMs | DataflowRunner | 156920.57 | 158380.06 |
0.93 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_14_streaming | RuntimeMs | DirectRunner | 3320.25 | 3253.06 | -2.02 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_14_streaming | RuntimeMs | FlinkRunner | 1232.1 | 1143.5 | -7.19 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_1_batch | RuntimeMs | DataflowRunner | 47924.18 | 48411.39 | 1.02 |
[[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)  
nexmark_1_batch | RuntimeMs | DirectRunner | 2017.18 | 2141.39 | 6.16 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)  
nexmark_1_batch | RuntimeMs | FlinkRunner | 307.11 | 267.0 | -13.06 |
[[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)  
nexmark_1_batch | RuntimeMs | SparkRunner | 479.39 | 504.78 | 5.3 |
[[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)  
nexmark_1_batch | RuntimeMs | SparkStructuredStreamingRunner | 588.36 | 582.89
| -0.93 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_1_sql_batch | RuntimeMs | DataflowRunner | 52765.68 | 52367.78 | -0.75
|  [[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)  
nexmark_1_sql_batch | RuntimeMs | DirectRunner | 2089.25 | 2061.56 | -1.33 |
[[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)  
nexmark_1_sql_batch | RuntimeMs | SparkRunner | 763.43 | 749.33 | -1.85 |
[[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)  
nexmark_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 949.0 |
935.06 | -1.47 |  [[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)  
nexmark_1_sql_streaming | RuntimeMs | DataflowRunner | 23003.79 | 23126.44 |
0.53 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_1_sql_streaming | RuntimeMs | DirectRunner | 3560.39 | 3581.0 | 0.58 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_1_sql_streaming | RuntimeMs | FlinkRunner | 673.6 | 686.12 | 1.86 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_1_streaming | RuntimeMs | DataflowRunner | 19795.64 | 20175.89 | 1.92
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_1_streaming | RuntimeMs | DirectRunner | 3201.54 | 3334.5 | 4.15 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_1_streaming | RuntimeMs | FlinkRunner | 628.2 | 602.88 | -4.03 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_2_batch | RuntimeMs | DataflowRunner | 33974.68 | 33743.72 | -0.68 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_2_batch | RuntimeMs | DirectRunner | 1440.39 | 1284.22 | -10.84 |
[[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)  
nexmark_2_batch | RuntimeMs | FlinkRunner | 124.07 | 101.83 | -17.92 |
[[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)  
nexmark_2_batch | RuntimeMs | SparkRunner | 295.39 | 341.78 | 15.7 |
[[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)  
nexmark_2_batch | RuntimeMs | SparkStructuredStreamingRunner | 430.0 | 419.89
| -2.35 |  [[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)  
nexmark_2_sql_batch | RuntimeMs | DataflowRunner | 35891.82 | 35004.11 | -2.47
|  [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_2_sql_batch | RuntimeMs | DirectRunner | 1202.39 | 1220.0 | 1.46 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_2_sql_batch | RuntimeMs | SparkRunner | 568.89 | 554.33 | -2.56 |
[[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)  
nexmark_2_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 728.57 |
713.78 | -2.03 |  [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_2_sql_streaming | RuntimeMs | DataflowRunner | 14462.93 | 14550.61 |
0.61 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_2_sql_streaming | RuntimeMs | DirectRunner | 1944.46 | 1938.17 | -0.32
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_2_sql_streaming | RuntimeMs | FlinkRunner | 384.3 | 417.62 | 8.67 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_2_streaming | RuntimeMs | DataflowRunner | 12741.04 | 11931.94 | -6.35
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_2_streaming | RuntimeMs | DirectRunner | 1575.04 | 1581.5 | 0.41 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_2_streaming | RuntimeMs | FlinkRunner | 265.0 | 270.0 | 1.89 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_2_zetasql_batch | RuntimeMs | DataflowRunner | 1234968.68 | 1245544.0
| 0.86 |  [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)  
nexmark_2_zetasql_batch | RuntimeMs | DirectRunner | 11139.11 | 11032.39 |
-0.96 |  [[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)  
nexmark_2_zetasql_streaming | RuntimeMs | DataflowRunner | 548268.46 |
545068.33 | -0.58 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_2_zetasql_streaming | RuntimeMs | DirectRunner | 11490.11 | 11602.72 |
0.98 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_2_zetasql_streaming | RuntimeMs | FlinkRunner | 10508.0 | 10551.0 |
0.41 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_3_batch | RuntimeMs | DataflowRunner | 45141.68 | 44779.67 | -0.8 |
[[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)  
nexmark_3_batch | RuntimeMs | DirectRunner | 2712.11 | 2793.72 | 3.01 |
[[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)  
nexmark_3_batch | RuntimeMs | FlinkRunner | 1058.61 | 1039.94 | -1.76 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_3_batch | RuntimeMs | SparkRunner | 2428.46 | 2652.83 | 9.24 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)  
nexmark_3_sql_batch | RuntimeMs | DataflowRunner | 41979.32 | 42734.06 | 1.8 |
[[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)  
nexmark_3_sql_batch | RuntimeMs | DirectRunner | 2213.46 | 2294.72 | 3.67 |
[[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)  
nexmark_3_sql_batch | RuntimeMs | SparkRunner | 3046.57 | 3006.78 | -1.31 |
[[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)  
nexmark_3_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 2374.46 |
2350.94 | -0.99 |  [[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)  
nexmark_3_sql_streaming | RuntimeMs | DataflowRunner | 40502.79 | 39099.61 |
-3.46 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_3_sql_streaming | RuntimeMs | DirectRunner | 3733.07 | 3650.06 | -2.22
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_3_sql_streaming | RuntimeMs | FlinkRunner | 1400.7 | 1364.88 | -2.56 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_3_streaming | RuntimeMs | DataflowRunner | 45076.11 | 43979.67 | -2.43
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_3_streaming | RuntimeMs | DirectRunner | 3590.82 | 3658.0 | 1.87 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_3_streaming | RuntimeMs | FlinkRunner | 765.3 | 751.62 | -1.79 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_3_zetasql_batch | RuntimeMs | DataflowRunner | 193507.75 | 193851.89 |
0.18 |  [[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)  
nexmark_3_zetasql_batch | RuntimeMs | DirectRunner | 3466.29 | 3422.22 | -1.27
|  [[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)  
nexmark_3_zetasql_streaming | RuntimeMs | DataflowRunner | 97700.29 | 98746.89
| 1.07 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_3_zetasql_streaming | RuntimeMs | DirectRunner | 4783.21 | 4850.06 |
1.4 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_3_zetasql_streaming | RuntimeMs | FlinkRunner | 2205.6 | 2158.12 |
-2.15 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_4_batch | RuntimeMs | DataflowRunner | 46517.43 | 46343.17 | -0.37 |
[[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)  
nexmark_4_batch | RuntimeMs | DirectRunner | 1439.64 | 1448.17 | 0.59 |
[[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)  
nexmark_4_batch | RuntimeMs | FlinkRunner | 752.46 | 749.61 | -0.38 |
[[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)  
nexmark_4_batch | RuntimeMs | SparkRunner | 903.32 | 868.0 | -3.91 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_4_batch | RuntimeMs | SparkStructuredStreamingRunner | 2225.64 |
2178.5 | -2.12 |  [[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)  
nexmark_4_streaming | RuntimeMs | DataflowRunner | 59482.21 | 59774.17 | 0.49
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_4_streaming | RuntimeMs | DirectRunner | 1496.96 | 1464.17 | -2.19 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_4_streaming | RuntimeMs | FlinkRunner | 1043.2 | 1023.75 | -1.86 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_5_batch | RuntimeMs | DataflowRunner | 63198.54 | 63394.89 | 0.31 |
[[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)  
nexmark_5_batch | RuntimeMs | DirectRunner | 5152.71 | 5115.28 | -0.73 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)  
nexmark_5_batch | RuntimeMs | FlinkRunner | 636.25 | 606.44 | -4.68 |
[[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)  
nexmark_5_batch | RuntimeMs | SparkRunner | 1496.43 | 1450.0 | -3.1 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_5_batch | RuntimeMs | SparkStructuredStreamingRunner | 1441.54 |
1439.28 | -0.16 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_5_streaming | RuntimeMs | DataflowRunner | 151495.5 | 151156.22 |
-0.22 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_5_streaming | RuntimeMs | DirectRunner | 6579.5 | 6650.22 | 1.07 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_5_streaming | RuntimeMs | FlinkRunner | 1597.4 | 1558.5 | -2.44 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_6_batch | RuntimeMs | DataflowRunner | 45117.61 | 43512.78 | -3.56 |
[[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)  
nexmark_6_batch | RuntimeMs | DirectRunner | 955.82 | 965.39 | 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)  
nexmark_6_batch | RuntimeMs | FlinkRunner | 372.86 | 400.0 | 7.28 |
[[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)  
nexmark_6_batch | RuntimeMs | SparkRunner | 887.29 | 1005.39 | 13.31 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_6_batch | RuntimeMs | SparkStructuredStreamingRunner | 774.32 | 756.56
| -2.29 |  [[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)  
nexmark_6_streaming | RuntimeMs | DataflowRunner | 45199.18 | 47160.89 | 4.34
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_6_streaming | RuntimeMs | DirectRunner | 1088.93 | 1060.0 | -2.66 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_6_streaming | RuntimeMs | FlinkRunner | 440.9 | 391.5 | -11.2 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_7_batch | RuntimeMs | DataflowRunner | 79726.39 | 76596.11 | -3.93 |
[[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)  
nexmark_7_batch | RuntimeMs | DirectRunner | 3232.64 | 3262.61 | 0.93 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)  
nexmark_7_batch | RuntimeMs | FlinkRunner | 529.89 | 550.72 | 3.93 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_7_batch | RuntimeMs | SparkRunner | 1388.0 | 1680.94 | 21.11 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)  
nexmark_7_batch | RuntimeMs | SparkStructuredStreamingRunner | 1975.04 |
1929.39 | -2.31 |  [[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)  
nexmark_7_sql_batch | RuntimeMs | DataflowRunner | 141750.43 | 144783.33 |
2.14 |  [[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)  
nexmark_7_sql_batch | RuntimeMs | DirectRunner | 86471.11 | 86897.44 | 0.49 |
[[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)  
nexmark_7_sql_batch | RuntimeMs | SparkRunner | 4044.82 | 4028.83 | -0.4 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_7_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 3846.07 |
3812.61 | -0.87 |  [[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)  
nexmark_7_sql_streaming | RuntimeMs | DataflowRunner | 1193603.39 | 1163262.83
| -2.54 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 102873.04 | 103467.44 |
0.58 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_7_sql_streaming | RuntimeMs | FlinkRunner | 3525.6 | 3620.0 | 2.68 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_7_streaming | RuntimeMs | DataflowRunner | 112584.32 | 113355.83 |
0.69 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_7_streaming | RuntimeMs | DirectRunner | 8436.89 | 8407.72 | -0.35 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_7_streaming | RuntimeMs | FlinkRunner | 1241.3 | 1235.38 | -0.48 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_8_batch | RuntimeMs | DataflowRunner | 46919.64 | 44751.22 | -4.62 |
[[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)  
nexmark_8_batch | RuntimeMs | DirectRunner | 1465.57 | 1463.61 | -0.13 |
[[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)  
nexmark_8_batch | RuntimeMs | FlinkRunner | 417.36 | 423.17 | 1.39 |
[[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)  
nexmark_8_batch | RuntimeMs | SparkRunner | 1318.39 | 1387.89 | 5.27 |
[[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)  
nexmark_8_batch | RuntimeMs | SparkStructuredStreamingRunner | 949.61 | 934.89
| -1.55 |  [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_8_streaming | RuntimeMs | DataflowRunner | 52010.82 | 51694.67 | -0.61
|  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_8_streaming | RuntimeMs | DirectRunner | 2426.25 | 2424.56 | -0.07 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_8_streaming | RuntimeMs | FlinkRunner | 576.6 | 571.38 | -0.91 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_9_batch | RuntimeMs | DataflowRunner | 44236.18 | 44731.28 | 1.12 |
[[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)  
nexmark_9_batch | RuntimeMs | DirectRunner | 660.07 | 666.44 | 0.97 |
[[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)  
nexmark_9_batch | RuntimeMs | FlinkRunner | 257.68 | 252.44 | -2.03 |
[[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)  
nexmark_9_batch | RuntimeMs | SparkRunner | 464.25 | 461.61 | -0.57 |
[[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)  
nexmark_9_batch | RuntimeMs | SparkStructuredStreamingRunner | 601.11 | 583.5
| -2.93 |  [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)  
nexmark_9_streaming | RuntimeMs | DataflowRunner | 41472.82 | 41818.5 | 0.83 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_9_streaming | RuntimeMs | DirectRunner | 711.64 | 706.06 | -0.79 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)  
nexmark_9_streaming | RuntimeMs | FlinkRunner | 368.7 | 379.75 | 3.0 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)