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Posted to dev@beam.apache.org by Apache Jenkins Server <je...@builds.apache.org> on 2021/02/08 12:01:43 UTC
Beam Metrics Report (2021-02-08)
# Beam Metrics Report
Color legend: >= 20 | >= 10 | <= -10 | <= -20
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## Possible regression
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
compressed_textioit_hdfs_results | read_time | - | 213.77 | 243.21 | 13.77 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_cogbk_1 | sparkstructuredstreaming_runtime_sec | - | 136.85 |
227.13 | 65.97 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | sparkstructuredstreaming_runtime_sec | - | 135.51 |
203.89 | 50.46 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 20.98 | 30.61
| 45.94 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 20.86 | 24.02
| 15.12 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_4 | sparkstructuredstreaming_runtime_sec | - | 137.11 |
210.86 | 53.79 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | dataflow_runtime_sec | - | 38.39 | 82.84 | 115.8 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | sparkstructuredstreaming_runtime_sec | - | 140.9 |
167.54 | 18.91 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 20.57 | 22.91 | 11.35 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_combine_1 | dataflow_runtime_sec | - | 678.46 | 755.34 | 11.33
| [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_4 | dataflow_runtime_sec | - | 1587.22 | 3618.82 |
128.0 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_5 | dataflow_runtime_sec | - | 327.52 | 380.04 | 16.04
| [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_gbk_1 | dataflow_runtime_sec | - | 1379.03 | 2185.06 | 58.45 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_runtime_sec | - | 928.24 | 1152.4 | 24.15 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_runtime_sec | - | 25.07 | 38.46 | 53.42 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
kafkaioit_results_runner_v2 | write_time | - | 11.56 | 13.12 | 13.48 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_sdf_wrapper | read_time | - | 9.65 | 10.72 | 11.05 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | read_time | - | 27.65 | 35.19 | 27.29 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 36.29 |
43.0 | 18.5 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 131.14 |
148.0 | 12.85 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_10 | python_dataflow_batch_sideinput_10_runtime | - |
1103.5 | 1941.5 | 75.94 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
18.33 | 25.0 | 36.36 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - |
2.17 | 2.75 | 26.92 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - | 2.0
| 2.25 | 12.5 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_7 | python_dataflow_batch_sideinput_7_runtime | - |
188.83 | 229.0 | 21.27 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_8 | python_dataflow_batch_sideinput_8_runtime | - |
195.83 | 268.5 | 37.11 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_9 | python_dataflow_batch_sideinput_9_runtime | - |
1147.5 | 1824.25 | 58.98 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_psio_2GB_results | pubsub_io_perf_read_runtime | - | 105.0 | 148.25 |
41.19 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 103.86 | 128.25 |
23.49 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 567.14
| 715.25 | 26.11 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
225.0 | 291.5 | 29.56 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
2673.14 | 3036.5 | 13.59 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
604.0 | 667.75 | 10.55 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_6 | python_flink_streaming_pardo_6_runtime | - | 86.43
| 157.25 | 81.94 |
xmlioit_results | write_time | - | 41.96 | 56.47 | 34.58 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_0_batch | RuntimeMs | FlinkRunner | 1210.33 | 1361.5 | 12.49 |
[[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)
nexmark_0_batch | RuntimeMs | SparkRunner | 1294.36 | 1441.11 | 11.34 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | SparkStructuredStreamingRunner | 1183.21 |
1309.39 | 10.66 | [[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_0_sql_batch | RuntimeMs | DirectRunner | 3949.11 | 4616.06 | 16.89 |
[[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_0_sql_batch | RuntimeMs | SparkRunner | 1169.75 | 1291.22 | 10.38 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_0_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1164.75 |
1335.33 | 14.65 | [[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_streaming | RuntimeMs | DirectRunner | 6336.46 | 7222.72 | 13.99
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_streaming | RuntimeMs | FlinkRunner | 1877.96 | 2084.22 | 10.98
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | DirectRunner | 5318.36 | 5913.44 | 11.19 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | FlinkRunner | 1707.78 | 1945.72 | 13.93 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_batch | RuntimeMs | DirectRunner | 5122.71 | 5859.61 | 14.38
| [[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_zetasql_streaming | RuntimeMs | DirectRunner | 7720.5 | 8697.33 |
12.65 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_streaming | RuntimeMs | FlinkRunner | 3658.22 | 4192.78 |
14.61 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_batch | RuntimeMs | FlinkRunner | 601.63 | 700.39 | 16.42 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_batch | RuntimeMs | SparkRunner | 627.43 | 701.33 | 11.78 |
[[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_streaming | RuntimeMs | DataflowRunner | 113492.11 | 130915.39 |
15.35 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | DirectRunner | 15741.89 | 17673.33 | 12.27
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1576.0 | 1784.89 | 13.25 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_batch | RuntimeMs | DataflowRunner | 68488.36 | 99565.56 | 45.38 |
[[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_11_batch | RuntimeMs | FlinkRunner | 275.26 | 302.83 | 10.02 |
[[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 | 532.79 | 639.5 | 20.03 |
[[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_11_batch | RuntimeMs | SparkStructuredStreamingRunner | 634.11 |
716.61 | 13.01 | [[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_streaming | RuntimeMs | DataflowRunner | 725658.0 | 1442230.33 |
98.75 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_streaming | RuntimeMs | DirectRunner | 3550.32 | 4009.94 | 12.95 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_streaming | RuntimeMs | FlinkRunner | 1677.3 | 1874.72 | 11.77 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_batch | RuntimeMs | DirectRunner | 1851.68 | 2036.83 | 10.0 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_12_batch | RuntimeMs | SparkStructuredStreamingRunner | 351.46 |
404.89 | 15.2 | [[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_12_streaming | RuntimeMs | DirectRunner | 2345.46 | 2636.28 | 12.4 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_streaming | RuntimeMs | FlinkRunner | 777.52 | 856.06 | 10.1 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | FlinkRunner | 338.33 | 372.67 | 10.15 |
[[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_13_batch | RuntimeMs | SparkRunner | 281.29 | 309.56 | 10.05 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_13_batch | RuntimeMs | SparkStructuredStreamingRunner | 396.21 |
466.33 | 17.7 | [[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_13_sql_batch | RuntimeMs | DirectRunner | 4811.86 | 5445.72 | 13.17 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_13_sql_streaming | RuntimeMs | FlinkRunner | 33417.11 | 36947.0 |
10.56 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | DirectRunner | 2775.86 | 3076.17 | 10.82 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | FlinkRunner | 30844.07 | 34424.06 | 11.61 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_batch | RuntimeMs | DirectRunner | 7516.11 | 8489.17 |
12.95 | [[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_zetasql_streaming | RuntimeMs | DirectRunner | 6877.04 | 7594.39 |
10.43 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_streaming | RuntimeMs | FlinkRunner | 38814.96 | 43384.39 |
11.77 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_batch | RuntimeMs | FlinkRunner | 534.52 | 620.94 | 16.17 |
[[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 | 857.96 | 971.83 | 13.27 |
[[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_14_streaming | RuntimeMs | DataflowRunner | 199168.93 | 292588.5 |
46.9 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | DirectRunner | 1816.32 | 2039.83 | 12.31 |
[[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_1_batch | RuntimeMs | SparkRunner | 343.86 | 415.22 | 20.75 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 403.32 | 450.11
| 11.6 | [[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_1_sql_batch | RuntimeMs | DirectRunner | 2226.71 | 2643.22 | 18.71 |
[[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_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 513.25 |
565.5 | 10.18 | [[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 | DirectRunner | 3850.96 | 4320.89 | 12.2
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_streaming | RuntimeMs | FlinkRunner | 783.41 | 890.39 | 13.66 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | FlinkRunner | 754.22 | 831.5 | 10.25 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | DataflowRunner | 47367.43 | 78388.28 | 65.49 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_2_sql_batch | RuntimeMs | DataflowRunner | 54051.75 | 78656.72 | 45.52
| [[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_sql_batch | RuntimeMs | DirectRunner | 1072.71 | 1192.39 | 11.16 |
[[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_2_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 228.89 |
289.28 | 26.38 | [[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_2_sql_streaming | RuntimeMs | DirectRunner | 1893.43 | 2139.83 | 13.01
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | FlinkRunner | 437.26 | 520.11 | 18.95 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_batch | RuntimeMs | DirectRunner | 2276.71 | 2544.72 | 11.77
| [[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_zetasql_streaming | RuntimeMs | DirectRunner | 3502.39 | 3953.78 |
12.89 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_streaming | RuntimeMs | FlinkRunner | 1305.22 | 1448.22 |
10.96 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_batch | RuntimeMs | DataflowRunner | 69680.43 | 111006.17 | 59.31 |
[[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_3_batch | RuntimeMs | DirectRunner | 2325.86 | 2566.67 | 10.35 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_batch | RuntimeMs | FlinkRunner | 1310.04 | 1518.0 | 15.87 |
[[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 | SparkRunner | 964.0 | 1063.94 | 10.37 |
[[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_3_sql_batch | RuntimeMs | DirectRunner | 2660.46 | 2974.78 | 11.81 |
[[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_batch | RuntimeMs | SparkRunner | 1168.57 | 1303.28 | 11.53 |
[[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_streaming | RuntimeMs | DirectRunner | 3674.61 | 4165.17 | 13.35
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_streaming | RuntimeMs | FlinkRunner | 1015.52 | 1136.94 | 11.96
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 499.89 | 601.11 | 20.25 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_batch | RuntimeMs | DirectRunner | 2798.96 | 3207.28 | 14.59
| [[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_zetasql_streaming | RuntimeMs | FlinkRunner | 1311.15 | 1480.44 |
12.91 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_batch | RuntimeMs | DataflowRunner | 66879.96 | 84290.5 | 26.03 |
[[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_4_batch | RuntimeMs | DirectRunner | 1709.04 | 1929.33 | 12.89 |
[[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 | FlinkRunner | 1360.26 | 1570.5 | 15.46 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_batch | RuntimeMs | DirectRunner | 7722.18 | 8573.17 | 11.02 |
[[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 | FlinkRunner | 900.11 | 1012.11 | 12.44 |
[[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_5_batch | RuntimeMs | SparkRunner | 648.75 | 784.28 | 20.89 |
[[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_streaming | RuntimeMs | DataflowRunner | 160849.39 | 203978.61 |
26.81 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_streaming | RuntimeMs | DirectRunner | 8209.71 | 9116.61 | 11.05 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_streaming | RuntimeMs | FlinkRunner | 1602.93 | 1837.83 | 14.65 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | FlinkRunner | 521.81 | 619.0 | 18.62 |
[[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_6_batch | RuntimeMs | SparkRunner | 350.54 | 400.61 | 14.29 |
[[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 | SparkStructuredStreamingRunner | 322.07 | 371.67
| 15.4 | [[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_streaming | RuntimeMs | FlinkRunner | 732.74 | 818.11 | 11.65 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | DataflowRunner | 104833.57 | 120182.94 | 14.64 |
[[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_batch | RuntimeMs | DirectRunner | 3686.11 | 4147.61 | 12.52 |
[[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 | 676.59 | 787.67 | 16.42 |
[[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 | SparkStructuredStreamingRunner | 1703.32 |
1928.5 | 13.22 | [[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_batch | RuntimeMs | DirectRunner | 97319.61 | 108100.44 | 11.08
| [[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_7_sql_batch | RuntimeMs | SparkRunner | 2720.18 | 3046.0 | 11.98 |
[[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 | 3101.54 |
3494.56 | 12.67 | [[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_streaming | RuntimeMs | DirectRunner | 111253.25 | 123090.39 |
10.64 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_streaming | RuntimeMs | FlinkRunner | 4564.15 | 5314.17 | 16.43
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | DataflowRunner | 183343.96 | 282727.78 |
54.21 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | DirectRunner | 8357.21 | 9380.44 | 12.24 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_batch | RuntimeMs | DirectRunner | 1644.54 | 1869.11 | 13.66 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_8_batch | RuntimeMs | FlinkRunner | 531.59 | 664.06 | 24.92 |
[[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_8_batch | RuntimeMs | SparkRunner | 432.07 | 503.56 | 16.54 |
[[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_8_batch | RuntimeMs | SparkStructuredStreamingRunner | 390.68 | 443.56
| 13.53 | [[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_8_streaming | RuntimeMs | DataflowRunner | 51499.11 | 59507.28 | 15.55
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | DirectRunner | 2672.93 | 2992.39 | 11.95 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | FlinkRunner | 489.56 | 552.0 | 12.76 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_batch | RuntimeMs | FlinkRunner | 331.33 | 420.33 | 26.86 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_9_batch | RuntimeMs | SparkRunner | 233.93 | 260.44 | 11.34 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_9_streaming | RuntimeMs | FlinkRunner | 461.96 | 518.33 | 12.2 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
## Possible improvement
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
bqio_10GB_results_java_batch_json | read_time | - | 80.45 | 70.66 | -12.17 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_combine_5 | dataflow_runtime | - | 98.04 | 87.07 | -11.19 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 140.82 | 123.11
| -12.57 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
kafkaioit_results_runner_v2 | read_time | - | 3.98 | 2.66 | -33.22 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_sdf_wrapper | write_time | - | 15.33 | 11.72 | -23.52 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | write_time | - | 85.14 | 76.55 | -10.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 37.29 | 32.5 |
-12.84 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_cogbk_3 | python_dataflow_streaming_cogbk_3_runtime | - |
781.0 | 685.5 | -12.23 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
295.57 | 231.0 | -21.85 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 170.86
| 145.25 | -14.99 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
nexmark_1_batch | RuntimeMs | DataflowRunner | 84596.75 | 72820.5 | -13.92 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_batch | RuntimeMs | SparkStructuredStreamingRunner | 208.5 | 174.94
| -16.09 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
## All metrics
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
avroioit_hdfs_results | read_time | - | 125.67 | 122.32 | -2.67 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_hdfs_results | write_time | - | 173.96 | 176.37 | 1.39 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | read_time | - | 126.12 | 127.03 | 0.73 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | write_time | - | 160.96 | 167.69 | 4.18 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | avro_write_time | - | 57.2 | 59.49 | 4.0 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | read_time | - | 79.14 | 83.37 | 5.34 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | read_time | - | 80.45 | 70.66 | -12.17 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | write_time | - | 89.71 | 94.66 | 5.51 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | read_time | - | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | write_time | - | 105.11 | 110.68 | 5.3 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | read_time | - | 213.77 | 243.21 | 13.77 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | write_time | - | 302.17 | 302.13 | -0.01 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | read_time | - | 199.6 | 201.31 | 0.86 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | write_time | - | 279.48 | 290.78 | 4.04 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_cogbk_1 | dataflow_runtime | - | 334.77 | 337.27 | 0.75 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_2 | dataflow_runtime | - | 212.34 | 213.96 | 0.76 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_2 | flink_runtime | - | 661.77 | 660.1 | -0.25 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_3 | dataflow_runtime | - | 190.0 | 186.36 | -1.92 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_3 | flink_runtime | - | 709.7 | 705.49 | -0.59 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_4 | dataflow_runtime | - | 191.3 | 189.42 | -0.99 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_4 | flink_runtime | - | 643.69 | 608.91 | -5.4 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_combine_1 | dataflow_runtime | - | 1529.84 | 1555.87 | 1.7 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_1 | flink_runtime | - | 4013.12 | 3970.64 | -1.06 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_4 | dataflow_runtime | - | 91.17 | 89.14 | -2.23 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_4 | flink_runtime | - | 147.71 | 149.43 | 1.16 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_5 | dataflow_runtime | - | 98.04 | 87.07 | -11.19 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_5 | flink_runtime | - | 109.51 | 108.35 | -1.06 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_gbk_1 | dataflow_runtime | - | 748.94 | 746.07 | -0.38 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_1 | flink_runtime | - | 3263.52 | 3288.63 | 0.77 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_2 | dataflow_runtime | - | 168.07 | 165.51 | -1.52 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_2 | flink_runtime | - | 511.55 | 521.84 | 2.01 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_3 | dataflow_runtime | - | 43.5 | 40.11 | -7.79 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_3 | flink_runtime | - | 21.46 | 22.0 | 2.48 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_4 | dataflow_runtime | - | 73.37 | 73.94 | 0.78 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_4 | flink_runtime | - | 146.61 | 147.6 | 0.67 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | dataflow_runtime | - | 69.35 | 66.97 | -3.43 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | flink_runtime | - | 106.84 | 110.77 | 3.68 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | dataflow_runtime | - | 171.49 | 171.56 | 0.04 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | flink_runtime | - | 599.3 | 599.95 | 0.11 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_7 | dataflow_runtime | - | 167.71 | 169.56 | 1.1 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_pardo_1 | dataflow_runtime | - | 165.81 | 167.01 | 0.72 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_1 | flink_runtime | - | 593.82 | 596.19 | 0.4 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | dataflow_runtime | - | 1658.17 | 1676.56 | 1.11 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | flink_runtime | - | 6871.76 | 6960.58 | 1.29 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | dataflow_runtime | - | 96.82 | 96.32 | -0.51 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | flink_runtime | - | 306.08 | 306.36 | 0.09 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | dataflow_runtime | - | 103.46 | 107.07 | 3.49 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | flink_runtime | - | 343.0 | 345.54 | 0.74 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_sideinput_3 | dataflow_runtime | - | 215.37 | 234.86 | 9.05 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_3 | flink_runtime | - | 13.98 | 13.71 | -1.89 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_4 | dataflow_runtime | - | 253.97 | 244.11 | -3.88 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_4 | flink_runtime | - | 14.81 | 14.82 | 0.05 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
hadoopformatioit_results | read_time | - | 8.74 | 8.48 | -2.99 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
hadoopformatioit_results | write_time | - | 13.18 | 13.44 | 1.93 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_cogbk_1 | dataflow_runtime_sec | - | 71.31 | 76.88 | 7.81 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | sparkstructuredstreaming_runtime_sec | - | 136.85 |
227.13 | 65.97 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_runtime_sec | - | 73.63 | 74.7 | 1.46 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | sparkstructuredstreaming_runtime_sec | - | 135.51 |
203.89 | 50.46 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_runtime_sec | - | 31.07 | 29.53 | -4.97 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 20.98 | 30.61
| 45.94 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_runtime_sec | - | 30.02 | 27.74 | -7.59 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 20.86 | 24.02
| 15.12 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_1 | dataflow_runtime_sec | - | 86.44 | 89.38 | 3.41 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_1 | sparkstructuredstreaming_runtime_sec | - | 699.29 |
680.16 | -2.74 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_4 | dataflow_runtime_sec | - | 37.17 | 38.81 | 4.42 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_4 | sparkstructuredstreaming_runtime_sec | - | 137.11 |
210.86 | 53.79 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | dataflow_runtime_sec | - | 38.39 | 82.84 | 115.8 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_5 | sparkstructuredstreaming_runtime_sec | - | 140.9 |
167.54 | 18.91 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_gbk_1 | dataflow_runtime_sec | - | 250.8 | 252.04 | 0.49 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 650.16 | 588.65
| -9.46 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_runtime_sec | - | 62.09 | 61.74 | -0.56 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 131.53 | 121.83
| -7.37 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_runtime_sec | - | 26.33 | 27.49 | 4.43 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 10.47 | 9.76 |
-6.71 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 32.95 | 34.88 | 5.85 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 133.07 | 123.14
| -7.47 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_runtime_sec | - | 33.84 | 32.32 | -4.48 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 140.82 | 123.11
| -12.57 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_runtime_sec | - | 72.55 | 71.3 | -1.72 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 65.34 | 60.7 |
-7.1 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_runtime_sec | - | 103.69 | 103.22 | -0.45 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | sparkstructuredstreaming_runtime_sec | - | 93.8 | 85.39 |
-8.96 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | dataflow_runtime_sec | - | 27.7 | 29.9 | 7.95 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 51.7 | 52.62 |
1.78 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_runtime_sec | - | 189.28 | 186.62 | -1.41 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 20.57 | 22.91 | 11.35 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 36.23 | 35.65 | -1.58 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_1 | dataflow_runtime_sec | - | 992.75 | 910.04 | -8.33 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_runtime_sec | - | 992.9 | 1016.92 | 2.42 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_runtime_sec | - | 131.74 | 129.96 | -1.35 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_runtime_sec | - | 125.16 | 125.02 | -0.11 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_combine_1 | dataflow_runtime_sec | - | 678.46 | 755.34 | 11.33
| [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_4 | dataflow_runtime_sec | - | 1587.22 | 3618.82 |
128.0 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_5 | dataflow_runtime_sec | - | 327.52 | 380.04 | 16.04
| [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_gbk_1 | dataflow_runtime_sec | - | 1379.03 | 2185.06 | 58.45 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_runtime_sec | - | 928.24 | 1152.4 | 24.15 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_runtime_sec | - | 25.07 | 38.46 | 53.42 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_runtime_sec | - | 316.34 | 309.3 | -2.22 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_runtime_sec | - | 322.84 | 310.64 | -3.78 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_runtime_sec | - | 77.84 | 78.57 | 0.94 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_runtime_sec | - | 132.55 | 136.35 | 2.87 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_1 | dataflow_runtime_sec | - | 19.15 | 18.01 | -5.93 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_runtime_sec | - | 213.42 | 218.98 | 2.61 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_runtime_sec | - | 12.31 | 11.64 | -5.4 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_runtime_sec | - | 30.77 | 30.56 | -0.68 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
jdbcioit_results | read_time | - | 37.32 | 37.21 | -0.3 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
jdbcioit_results | write_time | - | 56.53 | 56.19 | -0.59 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | read_time | - | 794.6 | 786.99 | -0.96 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | write_time | - | 193.75 | 194.41 | 0.34 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | read_time | - | 3.98 | 2.66 | -33.22 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | write_time | - | 11.56 | 13.12 | 13.48 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_sdf_wrapper | read_time | - | 9.65 | 10.72 | 11.05 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_sdf_wrapper | write_time | - | 15.33 | 11.72 | -23.52 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | read_time | - | 27.75 | 28.61 | 3.09 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | write_time | - | 114.08 | 110.16 | -3.44 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | read_time | - | 45.25 | 46.62 | 3.02 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | write_time | - | 111.66 | 113.59 | 1.73 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | read_time | - | 27.65 | 35.19 | 27.29 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | write_time | - | 85.14 | 76.55 | -10.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | read_time | - | 117.98 | 119.33 | 1.14 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | write_time | - | 205.17 | 192.28 | -6.28 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | read_time | - | 118.36 | 125.19 | 5.77 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | write_time | - | 192.02 | 197.06 | 2.62 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_cogbk_1 | python_dataflow_batch_cogbk_1_runtime | - | 445.14 |
469.0 | 5.36 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 315.29 |
309.67 | -1.78 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_3 | python_dataflow_batch_cogbk_3_runtime | - | 303.43 |
301.0 | -0.8 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_4 | python_dataflow_batch_cogbk_4_runtime | - | 303.14 |
305.33 | 0.72 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_1 | python_dataflow_batch_combine_1_runtime | - | 940.57
| 953.5 | 1.37 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_4 | python_dataflow_batch_combine_4_runtime | - | 39.0 |
38.75 | -0.64 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_dataflow_batch_combine_5_runtime | - | 36.29 |
43.0 | 18.5 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_1 | python_dataflow_batch_gbk_1_runtime | - | 1955.43 |
1960.75 | 0.27 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_2 | python_dataflow_batch_gbk_2_runtime | - | 348.71 | 353.5
| 1.37 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 37.29 | 32.5 |
-12.84 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 104.71 | 103.0
| -1.64 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_5 | python_dataflow_batch_gbk_5_runtime | - | 101.0 | 99.0 |
-1.98 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_6 | python_dataflow_batch_gbk_6_runtime | - | 373.57 | 379.5
| 1.59 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_7 | python_dataflow_batch_gbk_7_runtime | - | 370.86 | 373.75
| 0.78 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 153.43 |
153.75 | 0.21 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_1 | python_flink_batch_pardo_1_runtime | - | 705.0 | 701.5
| -0.5 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_2 | python_dataflow_batch_pardo_2_runtime | - | 1422.71 |
1429.5 | 0.48 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 131.14 |
148.0 | 12.85 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_flink_batch_pardo_3_runtime | - | 662.29 | 632.5
| -4.5 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_dataflow_batch_pardo_4_runtime | - | 331.57 |
331.0 | -0.17 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_flink_batch_pardo_4_runtime | - | 2122.14 |
2024.75 | -4.59 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_1 | python_dataflow_batch_sideinput_1_runtime | - |
2.33 | 2.4 | 2.86 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_10 | python_dataflow_batch_sideinput_10_runtime | - |
1103.5 | 1941.5 | 75.94 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_2 | python_dataflow_batch_sideinput_2_runtime | - | 2.5
| 2.4 | -4.0 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
18.33 | 25.0 | 36.36 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_4 | python_dataflow_batch_sideinput_4_runtime | - |
19.33 | 18.5 | -4.31 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - |
2.17 | 2.75 | 26.92 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - | 2.0
| 2.25 | 12.5 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_7 | python_dataflow_batch_sideinput_7_runtime | - |
188.83 | 229.0 | 21.27 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_8 | python_dataflow_batch_sideinput_8_runtime | - |
195.83 | 268.5 | 37.11 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_9 | python_dataflow_batch_sideinput_9_runtime | - |
1147.5 | 1824.25 | 58.98 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 160.71 |
161.5 | 0.49 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_bqio_write_10GB_results | bqio_write_10GB_results_runtime | - | 262.43
| 258.5 | -1.5 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_read_runtime | - | 105.0 | 148.25 |
41.19 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 103.86 | 128.25 |
23.49 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_cogbk_1 | python_dataflow_streaming_cogbk_1_runtime | - |
584.43 | 598.0 | 2.32 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
369.86 | 347.75 | -5.98 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_3 | python_dataflow_streaming_cogbk_3_runtime | - |
781.0 | 685.5 | -12.23 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
295.57 | 231.0 | -21.85 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_combine_4 | python_flink_streaming_combine_4_runtime | - |
228.0 | 238.0 | 4.39 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_combine_5 | python_flink_streaming_combine_5_runtime | - |
240.25 | 226.0 | -5.93 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 170.86
| 145.25 | -14.99 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 567.14
| 715.25 | 26.11 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 534.43
| 572.25 | 7.08 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
225.0 | 291.5 | 29.56 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_1 | python_flink_streaming_pardo_5_runtime | - | 165.57
| 172.5 | 4.18 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
2673.14 | 3036.5 | 13.59 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_flink_streaming_pardo_2_runtime | - |
3882.71 | 3643.25 | -6.17 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_dataflow_streaming_pardo_3_runtime | - |
209.86 | 218.5 | 4.12 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_flink_streaming_pardo_3_runtime | - | 241.43
| 260.5 | 7.9 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
604.0 | 667.75 | 10.55 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_flink_streaming_pardo_4_runtime | - | 601.86
| 600.0 | -0.31 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_6 | python_flink_streaming_pardo_6_runtime | - | 86.43
| 157.25 | 81.94 |
textioit_hdfs_results | read_time | - | 28.12 | 29.34 | 4.34 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | write_time | - | 46.67 | 48.2 | 3.29 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | read_time | - | 28.63 | 29.55 | 3.22 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | write_time | - | 45.04 | 47.32 | 5.08 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | read_time | - | 24.99 | 27.41 | 9.67 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | write_time | - | 30.64 | 32.36 | 5.62 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
wordcount_py37_results | runtime | - | 824.76 | 829.6 | 0.59 |
[[1]](http://metrics.beam.apache.org/d/1cnwVDkGk)
xmlioit_hdfs_results | read_time | - | 29.1 | 29.78 | 2.33 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_hdfs_results | write_time | - | 51.11 | 46.01 | -9.98 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | read_time | - | 30.05 | 32.93 | 9.61 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | write_time | - | 41.96 | 56.47 | 34.58 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_0_batch | RuntimeMs | DataflowRunner | 71179.96 | 72982.56 | 2.53 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | DirectRunner | 2918.18 | 3091.28 | 5.93 |
[[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_0_batch | RuntimeMs | FlinkRunner | 1210.33 | 1361.5 | 12.49 |
[[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)
nexmark_0_batch | RuntimeMs | SparkRunner | 1294.36 | 1441.11 | 11.34 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | SparkStructuredStreamingRunner | 1183.21 |
1309.39 | 10.66 | [[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_0_sql_batch | RuntimeMs | DataflowRunner | 71267.86 | 72834.06 | 2.2 |
[[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_batch | RuntimeMs | DirectRunner | 3949.11 | 4616.06 | 16.89 |
[[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_0_sql_batch | RuntimeMs | SparkRunner | 1169.75 | 1291.22 | 10.38 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_0_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1164.75 |
1335.33 | 14.65 | [[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_streaming | RuntimeMs | DataflowRunner | 22677.28 | 23977.33 |
5.73 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_streaming | RuntimeMs | DirectRunner | 6336.46 | 7222.72 | 13.99
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_streaming | RuntimeMs | FlinkRunner | 1877.96 | 2084.22 | 10.98
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | DataflowRunner | 22241.57 | 22277.5 | 0.16 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | DirectRunner | 5318.36 | 5913.44 | 11.19 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | FlinkRunner | 1707.78 | 1945.72 | 13.93 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_batch | RuntimeMs | DataflowRunner | 191155.5 | 192706.5 |
0.81 | [[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 | 5122.71 | 5859.61 | 14.38
| [[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_zetasql_streaming | RuntimeMs | DataflowRunner | 73054.71 | 72907.0
| -0.2 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_streaming | RuntimeMs | DirectRunner | 7720.5 | 8697.33 |
12.65 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_zetasql_streaming | RuntimeMs | FlinkRunner | 3658.22 | 4192.78 |
14.61 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_batch | RuntimeMs | DataflowRunner | 91978.86 | 97339.0 | 5.83 |
[[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 | 3026.75 | 3245.83 | 7.24 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_batch | RuntimeMs | FlinkRunner | 601.63 | 700.39 | 16.42 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_batch | RuntimeMs | SparkRunner | 627.43 | 701.33 | 11.78 |
[[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 | SparkStructuredStreamingRunner | 940.43 |
1010.89 | 7.49 | [[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_10_streaming | RuntimeMs | DataflowRunner | 113492.11 | 130915.39 |
15.35 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | DirectRunner | 15741.89 | 17673.33 | 12.27
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1576.0 | 1784.89 | 13.25 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_batch | RuntimeMs | DataflowRunner | 68488.36 | 99565.56 | 45.38 |
[[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_11_batch | RuntimeMs | DirectRunner | 2730.68 | 3002.33 | 9.95 |
[[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_11_batch | RuntimeMs | FlinkRunner | 275.26 | 302.83 | 10.02 |
[[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 | 532.79 | 639.5 | 20.03 |
[[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_11_batch | RuntimeMs | SparkStructuredStreamingRunner | 634.11 |
716.61 | 13.01 | [[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_streaming | RuntimeMs | DataflowRunner | 725658.0 | 1442230.33 |
98.75 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_streaming | RuntimeMs | DirectRunner | 3550.32 | 4009.94 | 12.95 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_streaming | RuntimeMs | FlinkRunner | 1677.3 | 1874.72 | 11.77 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_batch | RuntimeMs | DataflowRunner | 71720.04 | 66326.83 | -7.52 |
[[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 | DirectRunner | 1851.68 | 2036.83 | 10.0 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_12_batch | RuntimeMs | FlinkRunner | 198.89 | 209.06 | 5.11 |
[[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_12_batch | RuntimeMs | SparkRunner | 223.68 | 237.17 | 6.03 |
[[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_12_batch | RuntimeMs | SparkStructuredStreamingRunner | 351.46 |
404.89 | 15.2 | [[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_12_streaming | RuntimeMs | DataflowRunner | 80601.39 | 83273.67 | 3.32
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_streaming | RuntimeMs | DirectRunner | 2345.46 | 2636.28 | 12.4 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_streaming | RuntimeMs | FlinkRunner | 777.52 | 856.06 | 10.1 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | DataflowRunner | 60514.32 | 61889.06 | 2.27 |
[[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_13_batch | RuntimeMs | DirectRunner | 1757.11 | 1928.33 | 9.74 |
[[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 | FlinkRunner | 338.33 | 372.67 | 10.15 |
[[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_13_batch | RuntimeMs | SparkRunner | 281.29 | 309.56 | 10.05 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_13_batch | RuntimeMs | SparkStructuredStreamingRunner | 396.21 |
466.33 | 17.7 | [[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_13_sql_batch | RuntimeMs | DataflowRunner | 142380.54 | 138758.67 |
-2.54 | [[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 | DirectRunner | 4811.86 | 5445.72 | 13.17 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_13_sql_batch | RuntimeMs | SparkRunner | 1120.86 | 1172.11 | 4.57 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_13_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1000.5 |
1090.67 | 9.01 | [[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)
nexmark_13_sql_streaming | RuntimeMs | DataflowRunner | 35258.17 | 36769.0 |
4.29 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_streaming | RuntimeMs | DirectRunner | 5662.32 | 6162.56 | 8.83
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_streaming | RuntimeMs | FlinkRunner | 33417.11 | 36947.0 |
10.56 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | DataflowRunner | 29680.93 | 27766.5 | -6.45
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | DirectRunner | 2775.86 | 3076.17 | 10.82 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | FlinkRunner | 30844.07 | 34424.06 | 11.61 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_batch | RuntimeMs | DataflowRunner | 372188.83 | 375442.33
| 0.87 | [[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_batch | RuntimeMs | DirectRunner | 7516.11 | 8489.17 |
12.95 | [[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_zetasql_streaming | RuntimeMs | DataflowRunner | 129208.12 |
127697.0 | -1.17 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_streaming | RuntimeMs | DirectRunner | 6877.04 | 7594.39 |
10.43 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_zetasql_streaming | RuntimeMs | FlinkRunner | 38814.96 | 43384.39 |
11.77 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_batch | RuntimeMs | DataflowRunner | 148971.61 | 142106.67 | -4.61
| [[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_14_batch | RuntimeMs | DirectRunner | 2843.43 | 3120.78 | 9.75 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_14_batch | RuntimeMs | FlinkRunner | 534.52 | 620.94 | 16.17 |
[[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 | 857.96 | 971.83 | 13.27 |
[[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_14_batch | RuntimeMs | SparkStructuredStreamingRunner | 886.89 |
950.89 | 7.22 | [[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_streaming | RuntimeMs | DataflowRunner | 199168.93 | 292588.5 |
46.9 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_streaming | RuntimeMs | DirectRunner | 3647.68 | 4005.5 | 9.81 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_streaming | RuntimeMs | FlinkRunner | 1734.11 | 1877.17 | 8.25 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | DataflowRunner | 84596.75 | 72820.5 | -13.92 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_batch | RuntimeMs | DirectRunner | 1816.32 | 2039.83 | 12.31 |
[[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_1_batch | RuntimeMs | FlinkRunner | 270.3 | 262.39 | -2.93 |
[[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_1_batch | RuntimeMs | SparkRunner | 343.86 | 415.22 | 20.75 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 403.32 | 450.11
| 11.6 | [[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_1_sql_batch | RuntimeMs | DataflowRunner | 74418.43 | 67695.94 | -9.03
| [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_1_sql_batch | RuntimeMs | DirectRunner | 2226.71 | 2643.22 | 18.71 |
[[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_1_sql_batch | RuntimeMs | SparkRunner | 424.11 | 462.78 | 9.12 |
[[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)
nexmark_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 513.25 |
565.5 | 10.18 | [[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 | 20421.67 | 20461.67 |
0.2 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_streaming | RuntimeMs | DirectRunner | 3850.96 | 4320.89 | 12.2
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_streaming | RuntimeMs | FlinkRunner | 783.41 | 890.39 | 13.66 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | DataflowRunner | 17722.25 | 17771.94 | 0.28
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | DirectRunner | 3744.0 | 4035.72 | 7.79 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | FlinkRunner | 754.22 | 831.5 | 10.25 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | DataflowRunner | 47367.43 | 78388.28 | 65.49 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_2_batch | RuntimeMs | DirectRunner | 1086.96 | 1168.78 | 7.53 |
[[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_batch | RuntimeMs | FlinkRunner | 111.52 | 115.11 | 3.22 |
[[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_2_batch | RuntimeMs | SparkRunner | 140.86 | 141.17 | 0.22 |
[[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 | SparkStructuredStreamingRunner | 208.5 | 174.94
| -16.09 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_2_sql_batch | RuntimeMs | DataflowRunner | 54051.75 | 78656.72 | 45.52
| [[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_sql_batch | RuntimeMs | DirectRunner | 1072.71 | 1192.39 | 11.16 |
[[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_2_sql_batch | RuntimeMs | SparkRunner | 206.11 | 213.39 | 3.53 |
[[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 | 228.89 |
289.28 | 26.38 | [[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_2_sql_streaming | RuntimeMs | DataflowRunner | 11509.67 | 11178.67 |
-2.88 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | DirectRunner | 1893.43 | 2139.83 | 13.01
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_streaming | RuntimeMs | FlinkRunner | 437.26 | 520.11 | 18.95 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | DataflowRunner | 10826.32 | 10717.72 | -1.0
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | DirectRunner | 1712.5 | 1842.28 | 7.58 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | FlinkRunner | 381.85 | 408.17 | 6.89 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_batch | RuntimeMs | DataflowRunner | 111777.72 | 112137.33 |
0.32 | [[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_batch | RuntimeMs | DirectRunner | 2276.71 | 2544.72 | 11.77
| [[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_zetasql_streaming | RuntimeMs | DataflowRunner | 39843.06 | 39112.67
| -1.83 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_streaming | RuntimeMs | DirectRunner | 3502.39 | 3953.78 |
12.89 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_zetasql_streaming | RuntimeMs | FlinkRunner | 1305.22 | 1448.22 |
10.96 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_batch | RuntimeMs | DataflowRunner | 69680.43 | 111006.17 | 59.31 |
[[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_3_batch | RuntimeMs | DirectRunner | 2325.86 | 2566.67 | 10.35 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_batch | RuntimeMs | FlinkRunner | 1310.04 | 1518.0 | 15.87 |
[[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 | SparkRunner | 964.0 | 1063.94 | 10.37 |
[[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_3_sql_batch | RuntimeMs | DataflowRunner | 79515.75 | 77152.0 | -2.97
| [[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 | DirectRunner | 2660.46 | 2974.78 | 11.81 |
[[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_batch | RuntimeMs | SparkRunner | 1168.57 | 1303.28 | 11.53 |
[[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 | SparkStructuredStreamingRunner | 675.54 |
738.94 | 9.39 | [[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 | 31864.56 | 31778.33 |
-0.27 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_streaming | RuntimeMs | DirectRunner | 3674.61 | 4165.17 | 13.35
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_streaming | RuntimeMs | FlinkRunner | 1015.52 | 1136.94 | 11.96
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DataflowRunner | 18505.29 | 18582.22 | 0.42
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DirectRunner | 3326.04 | 3595.72 | 8.11 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 499.89 | 601.11 | 20.25 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_batch | RuntimeMs | DataflowRunner | 107946.17 | 115706.5 |
7.19 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_3_zetasql_batch | RuntimeMs | DirectRunner | 2798.96 | 3207.28 | 14.59
| [[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_zetasql_streaming | RuntimeMs | DataflowRunner | 43971.65 | 47641.5
| 8.35 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_streaming | RuntimeMs | DirectRunner | 4182.79 | 4597.22 |
9.91 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_zetasql_streaming | RuntimeMs | FlinkRunner | 1311.15 | 1480.44 |
12.91 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_batch | RuntimeMs | DataflowRunner | 66879.96 | 84290.5 | 26.03 |
[[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_4_batch | RuntimeMs | DirectRunner | 1709.04 | 1929.33 | 12.89 |
[[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 | FlinkRunner | 1101.67 | 1209.5 | 9.79 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_4_batch | RuntimeMs | SparkRunner | 657.25 | 708.5 | 7.8 |
[[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 | SparkStructuredStreamingRunner | 1311.04 |
1315.44 | 0.34 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_4_streaming | RuntimeMs | DataflowRunner | 51060.21 | 51926.89 | 1.7 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | DirectRunner | 1411.11 | 1534.22 | 8.72 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | FlinkRunner | 1360.26 | 1570.5 | 15.46 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_batch | RuntimeMs | DataflowRunner | 93714.46 | 89204.06 | -4.81 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_5_batch | RuntimeMs | DirectRunner | 7722.18 | 8573.17 | 11.02 |
[[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 | FlinkRunner | 900.11 | 1012.11 | 12.44 |
[[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_5_batch | RuntimeMs | SparkRunner | 648.75 | 784.28 | 20.89 |
[[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 | SparkStructuredStreamingRunner | 1421.57 |
1544.0 | 8.61 | [[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 | 160849.39 | 203978.61 |
26.81 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_streaming | RuntimeMs | DirectRunner | 8209.71 | 9116.61 | 11.05 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_5_streaming | RuntimeMs | FlinkRunner | 1602.93 | 1837.83 | 14.65 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | DataflowRunner | 57816.0 | 62445.33 | 8.01 |
[[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 | DirectRunner | 1280.57 | 1375.56 | 7.42 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_6_batch | RuntimeMs | FlinkRunner | 521.81 | 619.0 | 18.62 |
[[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_6_batch | RuntimeMs | SparkRunner | 350.54 | 400.61 | 14.29 |
[[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 | SparkStructuredStreamingRunner | 322.07 | 371.67
| 15.4 | [[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_streaming | RuntimeMs | DataflowRunner | 40803.75 | 43084.0 | 5.59 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | DirectRunner | 1101.96 | 1210.0 | 9.8 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | FlinkRunner | 732.74 | 818.11 | 11.65 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | DataflowRunner | 104833.57 | 120182.94 | 14.64 |
[[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_batch | RuntimeMs | DirectRunner | 3686.11 | 4147.61 | 12.52 |
[[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 | 676.59 | 787.67 | 16.42 |
[[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 | 499.89 | 542.0 | 8.42 |
[[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 | SparkStructuredStreamingRunner | 1703.32 |
1928.5 | 13.22 | [[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_batch | RuntimeMs | DataflowRunner | 142179.04 | 146708.89 |
3.19 | [[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)
nexmark_7_sql_batch | RuntimeMs | DirectRunner | 97319.61 | 108100.44 | 11.08
| [[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_7_sql_batch | RuntimeMs | SparkRunner | 2720.18 | 3046.0 | 11.98 |
[[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 | 3101.54 |
3494.56 | 12.67 | [[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_streaming | RuntimeMs | DataflowRunner | 1127738.44 | 1164443.33
| 3.25 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 111253.25 | 123090.39 |
10.64 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_streaming | RuntimeMs | FlinkRunner | 4564.15 | 5314.17 | 16.43
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | DataflowRunner | 183343.96 | 282727.78 |
54.21 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | DirectRunner | 8357.21 | 9380.44 | 12.24 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | FlinkRunner | 9301.52 | 10213.33 | 9.8 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_batch | RuntimeMs | DataflowRunner | 75806.14 | 76315.17 | 0.67 |
[[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_8_batch | RuntimeMs | DirectRunner | 1644.54 | 1869.11 | 13.66 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_8_batch | RuntimeMs | FlinkRunner | 531.59 | 664.06 | 24.92 |
[[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_8_batch | RuntimeMs | SparkRunner | 432.07 | 503.56 | 16.54 |
[[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_8_batch | RuntimeMs | SparkStructuredStreamingRunner | 390.68 | 443.56
| 13.53 | [[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_8_streaming | RuntimeMs | DataflowRunner | 51499.11 | 59507.28 | 15.55
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | DirectRunner | 2672.93 | 2992.39 | 11.95 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | FlinkRunner | 489.56 | 552.0 | 12.76 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_batch | RuntimeMs | DataflowRunner | 57489.21 | 60583.94 | 5.38 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_9_batch | RuntimeMs | DirectRunner | 755.18 | 824.56 | 9.19 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_9_batch | RuntimeMs | FlinkRunner | 331.33 | 420.33 | 26.86 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_9_batch | RuntimeMs | SparkRunner | 233.93 | 260.44 | 11.34 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_9_batch | RuntimeMs | SparkStructuredStreamingRunner | 188.64 | 201.67
| 6.9 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
nexmark_9_streaming | RuntimeMs | DataflowRunner | 32966.79 | 35104.83 | 6.49
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_streaming | RuntimeMs | DirectRunner | 724.04 | 779.67 | 7.68 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_streaming | RuntimeMs | FlinkRunner | 461.96 | 518.33 | 12.2 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)