You are viewing a plain text version of this content. The canonical link for it is here.
Posted to dev@beam.apache.org by Apache Jenkins Server <je...@builds.apache.org> on 2021/12/27 12:01:38 UTC
Beam Metrics Report (2021-12-27)
# Beam Metrics Report
Color legend: >= 20 | >= 10 | <= -10 | <= -20
---|---|---|---
## Possible regression
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
java_batch_gbk_6 | dataflow_runtime_sec | - | 42.71 | 55.16 | 29.17 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 47.38 | 82.23
| 73.54 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_gbk_6 | dataflow_runtime_sec | - | 75.25 | 84.71 | 12.57 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_2 | dataflow_v2_java11_runtime_sec | - | 397.45 | 560.69
| 41.07 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_psio_2GB_results | pubsub_io_perf_read_runtime | - | 84.4 | 96.5 |
14.34 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spannerio_read_2GB_results | pyspanner_read_2GB_results_runtime | - |
24.14 | 29.5 | 22.19 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
nexmark_12_batch | RuntimeMs | FlinkRunner | 199.57 | 221.94 | 11.21 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1528.0 |
1701.75 | 11.37 | [[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_batch | RuntimeMs | DirectRunner | 1518.14 | 1735.61 | 14.32 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_batch | RuntimeMs | SparkStructuredStreamingRunner | 972.73 |
1085.86 | 11.63 | [[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_9_batch | RuntimeMs | SparkStructuredStreamingRunner | 621.02 | 713.22
| 14.85 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
## Possible improvement
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
java_batch_gbk_1 | dataflow_v2_java11_runtime_sec | - | 111.02 | 98.93 | -10.9
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 590.53 | 528.31
| -10.54 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 38.51 | 17.07 | -55.67 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_runtime_sec | - | 20.93 | 17.96 | -14.2 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java11_runtime_sec | - | 22.69 | 18.3 | -19.37
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java11_runtime_sec | - | 68.11 | 50.14 | -26.38
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_2 | dataflow_v2_java11_runtime_sec | - | 102.79 | 90.68 |
-11.78 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 13.35 | 11.81 | -11.52 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 28.0 | 25.0 | -10.7 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_gbk_2 | dataflow_runtime_sec | - | 915.78 | 824.22 | -10.0 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_3 | dataflow_v2_java11_runtime_sec | - | 43.49 | 37.67 |
-13.38 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java11_runtime_sec | - | 89.97 | 80.09 |
-10.98 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
jdbcioit_results | write_time | - | 56.49 | 48.38 | -14.36 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_combine_4 | python_dataflow_batch_combine_4_runtime | - | 32.0 |
25.0 | -21.88 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 35.43 |
26.75 | -24.5 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 159.14 |
142.0 | -10.77 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 107.29
| 83.5 | -22.17 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
tfrecordioit_results | write_time | - | 23.22 | 20.37 | -12.27 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_0_sql_batch | RuntimeMs | DataflowRunner | 35668.0 | 30907.39 | -13.35
| [[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_10_streaming | RuntimeMs | FlinkRunner | 1546.18 | 1304.0 | -15.66 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | DataflowRunner | 19327.67 | 16848.67 | -12.83 |
[[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_batch | RuntimeMs | DataflowRunner | 35340.57 | 29922.39 | -15.33 |
[[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_15_batch | RuntimeMs | DataflowRunner | 49296.19 | 44273.58 | -10.19 |
[[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_batch | RuntimeMs | DataflowRunner | 21461.99 | 19052.89 | -11.22 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_sql_batch | RuntimeMs | DataflowRunner | 31626.46 | 28057.89 |
-11.28 | [[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 | DataflowRunner | 14829.46 | 12874.58 | -13.18 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_2_sql_batch | RuntimeMs | DataflowRunner | 25263.89 | 19455.33 |
-22.99 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_batch | RuntimeMs | DataflowRunner | 27412.25 | 20906.11 | -23.73 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_4_batch | RuntimeMs | DataflowRunner | 34839.79 | 26904.44 | -22.78 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_5_batch | RuntimeMs | DataflowRunner | 35490.07 | 31653.89 | -10.81 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | DataflowRunner | 30645.64 | 25057.28 | -18.24 |
[[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_6_streaming | RuntimeMs | DataflowRunner | 39479.71 | 33675.44 | -14.7
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_batch | RuntimeMs | DataflowRunner | 57401.43 | 46708.39 | -18.63 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_7_sql_batch | RuntimeMs | DataflowRunner | 86452.25 | 75675.0 | -12.47
| [[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | DataflowRunner | 22726.07 | 19381.19 | -14.72 |
[[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_9_batch | RuntimeMs | DataflowRunner | 27164.89 | 24319.78 | -10.47 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
## All metrics
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
avroioit_hdfs_results | read_time | - | 91.03 | 97.23 | 6.81 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_hdfs_results | write_time | - | 122.68 | 121.7 | -0.8 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | read_time | - | 104.36 | 102.93 | -1.37 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | write_time | - | 122.05 | 119.67 | -1.95 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | avro_write_time | - | 35.67 | 34.77 |
-2.54 | [[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | read_time | - | 44.9 | 46.55 | 3.67 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | read_time | - | 44.62 | 42.63 | -4.45 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | write_time | - | 54.84 | 53.85 | -1.8 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | read_time | - | 169.52 | 175.25 | 3.38 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | write_time | - | 219.61 | 218.42 | -0.54 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | read_time | - | 173.25 | 173.58 | 0.19 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | write_time | - | 222.51 | 217.96 | -2.04 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
hadoopformatioit_results | read_time | - | 6.95 | 6.86 | -1.24 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
hadoopformatioit_results | write_time | - | 8.4 | 8.0 | -4.85 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_cogbk_1 | dataflow_runtime_sec | - | 43.77 | 46.69 | 6.67 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 58.49 | 60.06 | 2.69
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | sparkstructuredstreaming_runtime_sec | - | 116.16 |
115.97 | -0.17 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_runtime_sec | - | 47.01 | 47.47 | 0.98 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 58.88 | 63.9 | 8.52
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | sparkstructuredstreaming_runtime_sec | - | 118.08 |
113.36 | -4.0 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_runtime_sec | - | 13.3 | 12.71 | -4.4 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 14.56 | 13.89 |
-4.55 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 18.27 | 18.78
| 2.81 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_runtime_sec | - | 14.42 | 13.25 | -8.11 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 13.64 | 13.6 | -0.3
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 18.73 | 19.3 |
3.07 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_1 | dataflow_runtime_sec | - | 64.03 | 66.64 | 4.07 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_1 | sparkstructuredstreaming_runtime_sec | - | 532.74 |
534.1 | 0.26 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_4 | dataflow_runtime_sec | - | 26.71 | 25.39 | -4.92 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_4 | sparkstructuredstreaming_runtime_sec | - | 130.26 |
132.3 | 1.57 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | dataflow_runtime_sec | - | 26.04 | 25.9 | -0.52 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | sparkstructuredstreaming_runtime_sec | - | 128.04 |
129.49 | 1.13 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_gbk_1 | dataflow_runtime_sec | - | 148.07 | 144.52 | -2.4 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java11_runtime_sec | - | 111.02 | 98.93 | -10.9
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 590.53 | 528.31
| -10.54 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_runtime_sec | - | 37.15 | 36.16 | -2.69 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java11_runtime_sec | - | 56.86 | 51.6 | -9.24 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 104.31 | 99.49 |
-4.62 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_runtime_sec | - | 10.16 | 10.03 | -1.23 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java11_runtime_sec | - | 12.8 | 12.75 | -0.35 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 8.87 | 8.17 |
-7.86 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 38.51 | 17.07 | -55.67 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java11_runtime_sec | - | 24.15 | 24.56 | 1.71 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 101.03 | 96.26 |
-4.73 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_runtime_sec | - | 20.93 | 17.96 | -14.2 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java11_runtime_sec | - | 22.69 | 18.3 | -19.37
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 98.32 | 96.3 |
-2.05 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_runtime_sec | - | 42.71 | 55.16 | 29.17 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java11_runtime_sec | - | 28.2 | 28.23 | 0.09 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 60.62 | 59.51 |
-1.83 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_runtime_sec | - | 54.21 | 52.65 | -2.87 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java11_runtime_sec | - | 68.11 | 50.14 | -26.38
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | sparkstructuredstreaming_runtime_sec | - | 87.93 | 88.74 |
0.92 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | dataflow_runtime_sec | - | 19.89 | 18.34 | -7.78 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java11_runtime_sec | - | 14.01 | 13.49 |
-3.69 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 47.38 | 82.23
| 73.54 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_runtime_sec | - | 210.99 | 214.45 | 1.64 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java11_runtime_sec | - | 102.79 | 90.68 |
-11.78 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 13.35 | 11.81 | -11.52 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java11_runtime_sec | - | 11.3 | 11.04 | -2.29
| [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 28.0 | 25.0 | -10.7 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java11_runtime_sec | - | 24.71 | 23.97 |
-2.98 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_1 | dataflow_runtime_sec | - | 932.08 | 889.89 | -4.53 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_runtime_sec | - | 984.78 | 936.52 | -4.9 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_runtime_sec | - | 116.42 | 113.53 | -2.49 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_runtime_sec | - | 114.03 | 119.23 | 4.56 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_combine_1 | dataflow_runtime_sec | - | 501.37 | 475.84 | -5.09
| [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_4 | dataflow_runtime_sec | - | 319.15 | 304.74 | -4.52
| [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_5 | dataflow_runtime_sec | - | 312.07 | 303.33 | -2.8 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_gbk_1 | dataflow_runtime_sec | - | 678.99 | 663.24 | -2.32 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_runtime_sec | - | 915.78 | 824.22 | -10.0 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_runtime_sec | - | 22.94 | 23.14 | 0.89 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_runtime_sec | - | 286.25 | 303.96 | 6.19 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_runtime_sec | - | 297.6 | 281.82 | -5.3 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_runtime_sec | - | 75.25 | 84.71 | 12.57 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_runtime_sec | - | 130.48 | 126.32 | -3.19 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_1 | dataflow_runtime_sec | - | 18.51 | 18.67 | 0.91 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java11_runtime_sec | - | 51.8 | 49.79 |
-3.88 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_runtime_sec | - | 216.5 | 210.14 | -2.94 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java11_runtime_sec | - | 397.45 | 560.69
| 41.07 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_runtime_sec | - | 11.69 | 12.07 | 3.31 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java11_runtime_sec | - | 43.49 | 37.67 |
-13.38 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_runtime_sec | - | 30.82 | 30.27 | -1.8 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java11_runtime_sec | - | 89.97 | 80.09 |
-10.98 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
jdbcioit_results | read_time | - | 26.51 | 27.09 | 2.21 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
jdbcioit_results | write_time | - | 56.49 | 48.38 | -14.36 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | read_time | - | 18.71 | 17.94 | -4.08 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | write_time | - | 60.16 | 59.01 | -1.91 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | read_time | - | 24.98 | 24.62 | -1.45 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | write_time | - | 61.53 | 58.98 | -4.14 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | read_time | - | 21.86 | 22.31 | 2.07 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | write_time | - | 62.46 | 62.48 | 0.04 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | read_time | - | 96.3 | 95.03 | -1.32 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | write_time | - | 148.28 | 143.67 | -3.11 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | read_time | - | 95.69 | 94.6 | -1.15 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | write_time | - | 148.92 | 147.5 | -0.95 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_cogbk_1 | python_dataflow_batch_cogbk_1_runtime | - | 430.14 |
428.0 | -0.5 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 275.57 |
277.25 | 0.61 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_3 | python_dataflow_batch_cogbk_3_runtime | - | 249.43 |
249.5 | 0.03 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_4 | python_dataflow_batch_cogbk_4_runtime | - | 249.0 |
251.0 | 0.8 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_1 | python_dataflow_batch_combine_1_runtime | - | 887.86
| 875.0 | -1.45 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_4 | python_dataflow_batch_combine_4_runtime | - | 32.0 |
25.0 | -21.88 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 35.43 |
26.75 | -24.5 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_1 | python_dataflow_batch_gbk_1_runtime | - | 1877.57 |
1826.75 | -2.71 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_2 | python_dataflow_batch_gbk_2_runtime | - | 370.71 | 344.75
| -7.0 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 17.71 | 17.0 |
-4.03 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 106.29 | 99.5 |
-6.38 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_5 | python_dataflow_batch_gbk_5_runtime | - | 100.86 | 102.0
| 1.13 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_6 | python_dataflow_batch_gbk_6_runtime | - | 335.71 | 344.25
| 2.54 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_7 | python_dataflow_batch_gbk_7_runtime | - | 333.57 | 319.25
| -4.29 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 159.14 |
142.0 | -10.77 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_2 | python_dataflow_batch_pardo_2_runtime | - | 1530.14 |
1481.0 | -3.21 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 128.71 |
127.25 | -1.14 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_dataflow_batch_pardo_4_runtime | - | 331.29 |
317.25 | -4.24 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_1 | python_dataflow_batch_sideinput_1_runtime | - |
46.14 | 46.8 | 1.42 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_2 | python_dataflow_batch_sideinput_2_runtime | - |
47.14 | 47.0 | -0.3 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
6.14 | 6.0 | -2.33 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_4 | python_dataflow_batch_sideinput_4_runtime | - |
459.71 | 473.75 | 3.05 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - |
48.86 | 47.25 | -3.29 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - |
46.14 | 48.0 | 4.02 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_7 | python_dataflow_batch_sideinput_7_runtime | - |
5469.29 | 5555.75 | 1.58 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_8 | python_dataflow_batch_sideinput_8_runtime | - |
5711.57 | 5291.25 | -7.36 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 110.71 |
103.0 | -6.97 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_bqio_write_10GB_results | bqio_write_10GB_results_runtime | - | 236.71
| 232.5 | -1.78 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_direct_microbenchmarks | fn_api_runner_microbenchmark_runtime_sec | - |
96.54 | 105.45 | 9.23 |
python_direct_microbenchmarks | teststream_microbenchmark_runtime_sec | - |
360.8 | 357.27 | -0.98 |
python_psio_2GB_results | pubsub_io_perf_read_runtime | - | 84.4 | 96.5 |
14.34 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 73.86 | 73.25 |
-0.82 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spanner_write_2GB_results | pyspanner_write_2GB_results_runtime | - |
1540.43 | 1476.75 | -4.13 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spannerio_read_2GB_results | pyspanner_read_2GB_results_runtime | - |
24.14 | 29.5 | 22.19 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_cogbk_1 | python_dataflow_streaming_cogbk_1_runtime | - |
525.71 | 506.25 | -3.7 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
333.71 | 345.5 | 3.53 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_3 | python_dataflow_streaming_cogbk_3_runtime | - |
394.86 | 385.75 | -2.31 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
315.86 | 300.0 | -5.02 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 107.29
| 83.5 | -22.17 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 440.71
| 425.5 | -3.45 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 437.71
| 427.5 | -2.33 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
170.29 | 185.25 | 8.79 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
2233.29 | 2177.0 | -2.52 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_dataflow_streaming_pardo_3_runtime | - |
172.57 | 156.0 | -9.6 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
393.29 | 398.75 | 1.39 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
textioit_hdfs_results | read_time | - | 20.56 | 19.72 | -4.08 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | write_time | - | 31.37 | 29.82 | -4.95 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | read_time | - | 22.54 | 21.64 | -4.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | write_time | - | 31.96 | 30.11 | -5.8 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | read_time | - | 16.51 | 15.44 | -6.43 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | write_time | - | 23.22 | 20.37 | -12.27 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
wordcount_py37_results | runtime | - | 945.09 | 922.38 | -2.4 |
[[1]](http://metrics.beam.apache.org/d/1cnwVDkGk)
xmlioit_hdfs_results | read_time | - | 23.77 | 23.14 | -2.65 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_hdfs_results | write_time | - | 25.87 | 24.68 | -4.6 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | read_time | - | 25.6 | 24.93 | -2.59 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | write_time | - | 25.76 | 24.69 | -4.15 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_0_batch | RuntimeMs | DataflowRunner | 27558.39 | 25611.01 | -7.07 |
[[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_batch | RuntimeMs | DirectRunner | 5355.29 | 5131.44 | -4.18 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_batch | RuntimeMs | FlinkRunner | 1136.68 | 1033.28 | -9.1 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | SparkRunner | 1303.86 | 1283.36 | -1.57 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 1535.41 |
1489.5 | -2.99 | [[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_sql_batch | RuntimeMs | DataflowRunner | 35668.0 | 30907.39 | -13.35
| [[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_sql_batch | RuntimeMs | DirectRunner | 5462.46 | 5478.0 | 0.28 |
[[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_batch | RuntimeMs | SparkRunner | 3098.91 | 3044.22 | -1.76 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 2881.8 |
2834.39 | -1.65 | [[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_sql_streaming | RuntimeMs | DataflowRunner | 22079.89 | 21438.11 |
-2.91 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_streaming | RuntimeMs | DirectRunner | 15158.5 | 15655.17 | 3.28
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_streaming | RuntimeMs | FlinkRunner | 1729.21 | 1699.5 | -1.72 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | DataflowRunner | 30792.98 | 33669.67 | 9.34
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | DirectRunner | 11736.18 | 11836.28 | 0.85 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | FlinkRunner | 1498.39 | 1408.5 | -6.0 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_batch | RuntimeMs | DataflowRunner | 124520.46 | 120106.33 |
-3.54 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_zetasql_batch | RuntimeMs | DirectRunner | 6798.54 | 6691.5 | -1.57
| [[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_streaming | RuntimeMs | DataflowRunner | 70061.54 | 69171.39
| -1.27 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_streaming | RuntimeMs | DirectRunner | 16597.57 | 16702.72 |
0.63 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_zetasql_streaming | RuntimeMs | FlinkRunner | 3128.43 | 3075.17 |
-1.7 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_batch | RuntimeMs | DataflowRunner | 49656.52 | 48085.1 | -3.16 |
[[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_10_batch | RuntimeMs | DirectRunner | 10886.21 | 10899.72 | 0.12 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_batch | RuntimeMs | FlinkRunner | 549.93 | 549.89 | -0.01 |
[[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_10_batch | RuntimeMs | SparkRunner | 710.41 | 665.67 | -6.3 |
[[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_batch | RuntimeMs | SparkStructuredStreamingRunner | 1007.3 |
1037.03 | 2.95 | [[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 | DataflowRunner | 105463.16 | 100285.54 |
-4.91 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_streaming | RuntimeMs | DirectRunner | 45958.93 | 45829.39 | -0.28
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1546.18 | 1304.0 | -15.66 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | DataflowRunner | 39820.25 | 36823.42 | -7.53 |
[[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_11_batch | RuntimeMs | DirectRunner | 3090.64 | 3090.89 | 0.01 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_11_batch | RuntimeMs | FlinkRunner | 268.29 | 263.83 | -1.66 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_11_batch | RuntimeMs | SparkRunner | 1369.77 | 1340.78 | -2.12 |
[[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_11_batch | RuntimeMs | SparkStructuredStreamingRunner | 971.55 |
963.22 | -0.86 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_streaming | RuntimeMs | DataflowRunner | 317071.82 | 323473.92 |
2.02 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_streaming | RuntimeMs | DirectRunner | 8366.93 | 8475.39 | 1.3 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_streaming | RuntimeMs | FlinkRunner | 1369.79 | 1351.61 | -1.33 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_batch | RuntimeMs | DataflowRunner | 19327.67 | 16848.67 | -12.83 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_12_batch | RuntimeMs | DirectRunner | 2014.71 | 2051.17 | 1.81 |
[[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_12_batch | RuntimeMs | FlinkRunner | 199.57 | 221.94 | 11.21 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_12_batch | RuntimeMs | SparkRunner | 824.41 | 803.08 | -2.59 |
[[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_12_batch | RuntimeMs | SparkStructuredStreamingRunner | 770.96 |
775.25 | 0.56 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_12_streaming | RuntimeMs | DataflowRunner | 95183.33 | 99729.65 | 4.78
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_streaming | RuntimeMs | DirectRunner | 7099.25 | 7112.61 | 0.19 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_streaming | RuntimeMs | FlinkRunner | 649.86 | 651.11 | 0.19 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | DataflowRunner | 35340.57 | 29922.39 | -15.33 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_batch | RuntimeMs | DirectRunner | 3171.64 | 3049.78 | -3.84 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | FlinkRunner | 377.11 | 388.33 | 2.98 |
[[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_13_batch | RuntimeMs | SparkRunner | 306.11 | 299.56 | -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/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | SparkStructuredStreamingRunner | 524.8 | 524.31
| -0.09 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_batch | RuntimeMs | DataflowRunner | 68384.18 | 63927.0 | -6.52
| [[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 | DirectRunner | 8926.93 | 8923.28 | -0.04 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_batch | RuntimeMs | SparkRunner | 3301.5 | 3326.53 | 0.76 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 3196.29 |
3216.94 | 0.65 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_13_sql_streaming | RuntimeMs | DataflowRunner | 34412.75 | 35438.0 |
2.98 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_streaming | RuntimeMs | DirectRunner | 18553.46 | 20151.11 |
8.61 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_streaming | RuntimeMs | FlinkRunner | 22738.36 | 22608.39 |
-0.57 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | DataflowRunner | 25855.79 | 24352.5 | -5.81
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | DirectRunner | 9782.43 | 9746.33 | -0.37 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | FlinkRunner | 21867.86 | 21404.17 | -2.12 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_batch | RuntimeMs | DataflowRunner | 286875.93 | 288299.78
| 0.5 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_batch | RuntimeMs | DirectRunner | 10110.0 | 10107.94 |
-0.02 | [[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_13_zetasql_streaming | RuntimeMs | DataflowRunner | 123036.11 |
121864.22 | -0.95 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_streaming | RuntimeMs | DirectRunner | 20781.29 | 20880.28
| 0.48 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_zetasql_streaming | RuntimeMs | FlinkRunner | 26629.54 | 26859.56 |
0.86 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_batch | RuntimeMs | DataflowRunner | 63809.43 | 59356.78 | -6.98 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | DirectRunner | 3187.57 | 3205.83 | 0.57 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_14_batch | RuntimeMs | FlinkRunner | 468.39 | 463.67 | -1.01 |
[[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_14_batch | RuntimeMs | SparkRunner | 831.91 | 829.19 | -0.33 |
[[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_14_batch | RuntimeMs | SparkStructuredStreamingRunner | 883.91 |
909.67 | 2.91 | [[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_streaming | RuntimeMs | DataflowRunner | 108723.54 | 108779.94 |
0.05 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_streaming | RuntimeMs | DirectRunner | 10193.29 | 10258.72 | 0.64 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_streaming | RuntimeMs | FlinkRunner | 1546.07 | 1570.72 | 1.59 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_15_batch | RuntimeMs | DataflowRunner | 49296.19 | 44273.58 | -10.19 |
[[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_15_batch | RuntimeMs | DirectRunner | 12396.04 | 12574.33 | 1.44 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_15_batch | RuntimeMs | FlinkRunner | 415.75 | 412.06 | -0.89 |
[[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 | SparkRunner | 1452.38 | 1436.19 | -1.11 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_15_batch | RuntimeMs | SparkStructuredStreamingRunner | 1306.5 |
1321.31 | 1.13 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_batch | RuntimeMs | DataflowRunner | 21461.99 | 19052.89 | -11.22 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_batch | RuntimeMs | DirectRunner | 4201.89 | 3954.89 | -5.88 |
[[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_1_batch | RuntimeMs | FlinkRunner | 330.71 | 329.22 | -0.45 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | SparkRunner | 409.68 | 403.67 | -1.47 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_batch | RuntimeMs | SparkStructuredStreamingRunner | 597.8 | 586.75
| -1.85 | [[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_1_sql_batch | RuntimeMs | DataflowRunner | 31626.46 | 28057.89 |
-11.28 | [[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_1_sql_batch | RuntimeMs | DirectRunner | 3578.11 | 3484.78 | -2.61 |
[[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 | SparkRunner | 2468.39 | 2397.06 | -2.89 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1528.0 |
1701.75 | 11.37 | [[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_streaming | RuntimeMs | DataflowRunner | 19559.04 | 18756.06 |
-4.11 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_streaming | RuntimeMs | DirectRunner | 11290.96 | 11361.72 |
0.63 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_streaming | RuntimeMs | FlinkRunner | 668.36 | 662.28 | -0.91 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | DataflowRunner | 25569.8 | 26744.44 | 4.59 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_streaming | RuntimeMs | DirectRunner | 8045.89 | 8130.89 | 1.06 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_streaming | RuntimeMs | FlinkRunner | 652.79 | 607.89 | -6.88 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_batch | RuntimeMs | DataflowRunner | 14829.46 | 12874.58 | -13.18 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_2_batch | RuntimeMs | DirectRunner | 1518.14 | 1735.61 | 14.32 |
[[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 | FlinkRunner | 181.07 | 194.67 | 7.51 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | SparkRunner | 268.39 | 265.39 | -1.12 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_batch | RuntimeMs | SparkStructuredStreamingRunner | 425.23 | 415.19
| -2.36 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_sql_batch | RuntimeMs | DataflowRunner | 25263.89 | 19455.33 |
-22.99 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_sql_batch | RuntimeMs | DirectRunner | 1550.11 | 1576.72 | 1.72 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_sql_batch | RuntimeMs | SparkRunner | 655.7 | 662.25 | 1.0 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_2_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 895.73 |
916.75 | 2.35 | [[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_2_sql_streaming | RuntimeMs | DataflowRunner | 12393.75 | 12346.5 |
-0.38 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | DirectRunner | 6658.25 | 6634.17 | -0.36
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_streaming | RuntimeMs | FlinkRunner | 381.21 | 351.72 | -7.74 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | DataflowRunner | 15707.16 | 16378.56 | 4.27
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | DirectRunner | 5005.61 | 5076.39 | 1.41 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | FlinkRunner | 300.07 | 306.56 | 2.16 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_batch | RuntimeMs | DataflowRunner | 73971.54 | 69825.56 |
-5.6 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_2_zetasql_batch | RuntimeMs | DirectRunner | 3029.11 | 2860.17 | -5.58
| [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_streaming | RuntimeMs | DataflowRunner | 39589.18 | 38804.72
| -1.98 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_streaming | RuntimeMs | DirectRunner | 8134.11 | 8049.56 |
-1.04 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_zetasql_streaming | RuntimeMs | FlinkRunner | 1116.46 | 1116.94 |
0.04 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_batch | RuntimeMs | DataflowRunner | 27412.25 | 20906.11 | -23.73 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_batch | RuntimeMs | DirectRunner | 3038.04 | 2857.89 | -5.93 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_batch | RuntimeMs | FlinkRunner | 1135.25 | 1138.83 | 0.32 |
[[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_3_batch | RuntimeMs | SparkRunner | 1951.98 | 1945.92 | -0.31 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_sql_batch | RuntimeMs | DataflowRunner | 27368.64 | 27157.78 | -0.77
| [[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_sql_batch | RuntimeMs | DirectRunner | 3107.5 | 3152.06 | 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/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_sql_batch | RuntimeMs | SparkRunner | 3292.82 | 3352.86 | 1.82 |
[[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_3_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 2855.55 |
2896.22 | 1.42 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_sql_streaming | RuntimeMs | DataflowRunner | 30834.89 | 29000.83 |
-5.95 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_streaming | RuntimeMs | DirectRunner | 7884.57 | 7844.33 | -0.51
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_sql_streaming | RuntimeMs | FlinkRunner | 941.07 | 921.39 | -2.09 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DataflowRunner | 47516.1 | 52145.15 | 9.74 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_streaming | RuntimeMs | DirectRunner | 6715.86 | 6802.72 | 1.29 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 424.61 | 418.72 | -1.39 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_batch | RuntimeMs | DataflowRunner | 55813.93 | 52962.89 |
-5.11 | [[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 | 3623.29 | 3421.17 | -5.58
| [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_zetasql_streaming | RuntimeMs | DataflowRunner | 43746.39 | 43478.22
| -0.61 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | DirectRunner | 8352.64 | 8385.0 |
0.39 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_zetasql_streaming | RuntimeMs | FlinkRunner | 1172.93 | 1183.72 |
0.92 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | DataflowRunner | 34839.79 | 26904.44 | -22.78 |
[[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_4_batch | RuntimeMs | DirectRunner | 2208.39 | 2251.61 | 1.96 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | FlinkRunner | 875.64 | 866.39 | -1.06 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_4_batch | RuntimeMs | SparkRunner | 970.45 | 1004.44 | 3.5 |
[[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | SparkStructuredStreamingRunner | 2088.8 |
2133.39 | 2.13 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_4_streaming | RuntimeMs | DataflowRunner | 49116.54 | 47824.06 | -2.63
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | DirectRunner | 2574.43 | 2627.44 | 2.06 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | FlinkRunner | 1221.21 | 1240.33 | 1.57 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_batch | RuntimeMs | DataflowRunner | 35490.07 | 31653.89 | -10.81 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_batch | RuntimeMs | DirectRunner | 7575.11 | 7652.78 | 1.03 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_5_batch | RuntimeMs | FlinkRunner | 757.39 | 760.39 | 0.4 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_5_batch | RuntimeMs | SparkRunner | 1463.55 | 1459.5 | -0.28 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_5_batch | RuntimeMs | SparkStructuredStreamingRunner | 1704.82 |
1652.28 | -3.08 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_5_streaming | RuntimeMs | DataflowRunner | 273105.49 | 288876.23 |
5.77 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | DirectRunner | 14166.39 | 14204.89 | 0.27 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_streaming | RuntimeMs | FlinkRunner | 1491.75 | 1482.61 | -0.61 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | DataflowRunner | 30645.64 | 25057.28 | -18.24 |
[[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_6_batch | RuntimeMs | DirectRunner | 1613.39 | 1621.22 | 0.49 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_batch | RuntimeMs | FlinkRunner | 506.82 | 516.33 | 1.88 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | SparkRunner | 630.05 | 628.64 | -0.22 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_batch | RuntimeMs | SparkStructuredStreamingRunner | 848.07 | 861.75
| 1.61 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_6_streaming | RuntimeMs | DataflowRunner | 39479.71 | 33675.44 | -14.7
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_streaming | RuntimeMs | DirectRunner | 1765.71 | 1795.72 | 1.7 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | FlinkRunner | 584.32 | 591.5 | 1.23 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | DataflowRunner | 57401.43 | 46708.39 | -18.63 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_7_batch | RuntimeMs | DirectRunner | 18745.0 | 18909.61 | 0.88 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | FlinkRunner | 627.07 | 642.33 | 2.43 |
[[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_7_batch | RuntimeMs | SparkRunner | 1384.68 | 1393.58 | 0.64 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_7_batch | RuntimeMs | SparkStructuredStreamingRunner | 2018.62 |
1980.17 | -1.91 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_7_sql_batch | RuntimeMs | DataflowRunner | 86452.25 | 75675.0 | -12.47
| [[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_batch | RuntimeMs | DirectRunner | 118058.43 | 117868.89 | -0.16
| [[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 | SparkRunner | 7561.46 | 7636.61 | 0.99 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 5689.52 |
5412.28 | -4.87 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_7_sql_streaming | RuntimeMs | DataflowRunner | 1037846.29 | 1010609.0
| -2.62 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 322472.89 | 323683.83 |
0.38 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | FlinkRunner | 3561.39 | 3494.94 | -1.87
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | DataflowRunner | 147465.26 | 154579.6 | 4.82
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | DirectRunner | 843242.04 | 851946.22 | 1.03
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | FlinkRunner | 9181.32 | 9167.61 | -0.15 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | DataflowRunner | 22726.07 | 19381.19 | -14.72 |
[[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_8_batch | RuntimeMs | DirectRunner | 1962.43 | 1957.83 | -0.23 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | FlinkRunner | 434.39 | 435.17 | 0.18 |
[[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_8_batch | RuntimeMs | SparkRunner | 1350.2 | 1343.25 | -0.51 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | SparkStructuredStreamingRunner | 972.73 |
1085.86 | 11.63 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | DataflowRunner | 74658.3 | 75796.29 | 1.52 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | DirectRunner | 5881.32 | 5971.22 | 1.53 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | FlinkRunner | 537.71 | 529.72 | -1.49 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_batch | RuntimeMs | DataflowRunner | 27164.89 | 24319.78 | -10.47 |
[[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_9_batch | RuntimeMs | DirectRunner | 1233.04 | 1254.61 | 1.75 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_9_batch | RuntimeMs | FlinkRunner | 296.46 | 304.67 | 2.77 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_batch | RuntimeMs | SparkRunner | 503.11 | 496.17 | -1.38 |
[[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_9_batch | RuntimeMs | SparkStructuredStreamingRunner | 621.02 | 713.22
| 14.85 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_9_streaming | RuntimeMs | DataflowRunner | 29678.0 | 29853.22 | 0.59 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_streaming | RuntimeMs | DirectRunner | 1437.75 | 1467.67 | 2.08 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_streaming | RuntimeMs | FlinkRunner | 387.86 | 355.94 | -8.23 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)