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Posted to dev@beam.apache.org by be...@gmail.com on 2025/08/26 11:04:20 UTC
Beam Metrics Report 2025-08-26
# Beam Metrics Report
Color legend: >= 20 | >= 10 | <= -10 | <= -20
---|---|---|---
## Possible regression
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
go_batch_cogbk_3 | flink_runtime | - | 0.86 | 1.37 | 60.33 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_combine_2 | flink_runtime | - | 6.51 | 7.25 | 11.44 |
go_batch_combine_3 | flink_runtime | - | 4.62 | 5.38 | 16.55 |
go_batch_gbk_3 | flink_runtime | - | 1.84 | 2.08 | 13.26 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | flink_runtime | - | 4.82 | 5.31 | 10.16 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | flink_runtime | - | 1.74 | 1.99 | 14.02 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_sideinput_2 | flink_runtime | - | 6.91 | 8.21 | 18.79 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
java_batch_cogbk_1 | sparkstructuredstreaming_runtime_sec | - | 78.06 | 86.51
| 10.82 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 16.69 | 18.99 |
13.77 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 11.47 | 13.12
| 14.4 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 11.7 | 13.72 |
17.29 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
131.71 | 152.0 | 15.4 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
textioit_results | read_time | - | 17.68 | 19.76 | 11.78 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_16_streaming | RuntimeMs | DirectRunner | 180104.67 | 212971.19 |
18.25 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 2082465.08 | 2659052.7 |
27.69 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
tpcds_query7_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
45824.25 | 51277.0 | 11.9 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
## Possible improvement
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
avroioit_hdfs_results | read_time | - | 87.74 | 74.16 | -15.47 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_hdfs_results | write_time | - | 132.52 | 112.98 | -14.74 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | write_time | - | 122.29 | 109.72 | -10.28 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | avro_write_time | - | 34.42 | 30.69 |
-10.82 | [[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | read_time | - | 33.78 | 29.88 | -11.52 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | read_time | - | 16.05 | 13.32 | -17.05 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | write_time | - | 31.59 | 27.97 | -11.45 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | read_time | - | 128.65 | 115.36 | -10.33 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_gbk_4 | flink_runtime | - | 5.8 | 4.33 | -25.33 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
hadoopformatioit_results | write_time | - | 31.59 | 25.23 | -20.13 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 49.52 | 40.63 |
-17.97 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_runtime_sec | - | 46.87 | 40.11 | -14.44 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 51.57 | 41.25 |
-20.02 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 21.71 | 15.54 |
-28.43 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 18.37 | 14.19 |
-22.76 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 14.52 | 12.55
| -13.54 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_1 | dataflow_runtime_sec | - | 63.81 | 45.27 | -29.06 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_2 | sparkstructuredstreaming_runtime_sec | - | 77.6 | 62.66
| -19.26 |
java_batch_combine_3 | dataflow_runtime_sec | - | 38.71 | 25.76 | -33.45 |
java_batch_combine_3 | sparkstructuredstreaming_runtime_sec | - | 74.26 |
57.83 | -22.12 |
java_batch_gbk_1 | dataflow_runtime_sec | - | 129.93 | 98.58 | -24.13 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java11_runtime_sec | - | 88.2 | 76.58 | -13.17
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 341.41 | 225.77
| -33.87 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_runtime_sec | - | 45.57 | 37.8 | -17.05 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java17_runtime_sec | - | 43.03 | 37.05 | -13.9
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_runtime_sec | - | 16.97 | 13.62 | -19.72 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java11_runtime_sec | - | 15.98 | 13.95 | -12.74
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java17_runtime_sec | - | 16.76 | 13.92 | -16.96
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 29.16 | 21.99 | -24.57 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java11_runtime_sec | - | 26.14 | 21.4 | -18.14
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_runtime_sec | - | 28.13 | 21.49 | -23.61 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java17_runtime_sec | - | 24.1 | 16.94 | -29.7 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 69.41 | 59.81 |
-13.83 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_runtime_sec | - | 45.49 | 36.63 | -19.48 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java17_runtime_sec | - | 31.72 | 25.32 | -20.18
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_runtime_sec | - | 51.61 | 44.19 | -14.39 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java11_runtime_sec | - | 45.64 | 38.83 | -14.91
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | dataflow_runtime_sec | - | 23.59 | 18.31 | -22.39 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java17_runtime_sec | - | 20.32 | 15.16 |
-25.38 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 22.34 | 15.98
| -28.43 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java11_runtime_sec | - | 71.99 | 64.52 |
-10.38 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | sparkstructuredstreaming_runtime_sec | - | 108.54 | 83.81
| -22.78 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 19.54 | 14.47 | -25.96 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java11_runtime_sec | - | 16.34 | 13.48 |
-17.53 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java17_runtime_sec | - | 16.36 | 14.55 |
-11.03 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | sparkstructuredstreaming_runtime_sec | - | 20.29 | 14.0 |
-31.01 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 35.11 | 26.42 | -24.76 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java17_runtime_sec | - | 34.39 | 25.4 |
-26.16 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | sparkstructuredstreaming_runtime_sec | - | 47.53 | 32.08
| -32.5 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_gbk_1 | dataflow_v2_java11_runtime_sec | - | 395.5 | 350.88 |
-11.28 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java17_runtime_sec | - | 391.95 | 293.82 |
-25.04 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java11_runtime_sec | - | 2429.62 | 1967.9 |
-19.0 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java17_runtime_sec | - | 2745.49 | 2417.75
| -11.94 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java11_runtime_sec | - | 651.35 | 558.91 |
-14.19 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java11_runtime_sec | - | 72.62 | 60.23 |
-17.06 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java17_runtime_sec | - | 75.81 | 58.28 |
-23.12 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java11_runtime_sec | - | 99.31 | 88.53 |
-10.85 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_2 | dataflow_runtime_sec | - | 293.85 | 257.11 | -12.5 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java11_runtime_sec | - | 29.67 | 24.93 |
-15.97 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java17_runtime_sec | - | 29.84 | 22.94 |
-23.12 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java11_runtime_sec | - | 59.67 | 46.07 |
-22.8 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java17_runtime_sec | - | 56.27 | 49.35 |
-12.29 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
jdbcioit_results | write_time | - | 76.07 | 38.18 | -49.81 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | read_time | - | 624.72 | 352.8 | -43.53 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | write_time | - | 234.67 | 156.8 | -33.18 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | read_time | - | 929.75 | 796.89 | -14.29 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | write_time | - | 69.58 | 62.12 | -10.72 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
null_directread | read_time | - | 59.54 | 50.34 | -15.45 |
null_directread_pushdown | read_time | - | 9.6 | 8.24 | -14.21 |
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 158.0 |
123.0 | -22.15 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_3 | python_dataflow_batch_cogbk_3_runtime | - | 142.43 |
120.6 | -15.33 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_4 | python_dataflow_batch_cogbk_4_runtime | - | 131.71 |
106.4 | -19.22 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_1 | python_dataflow_batch_combine_1_runtime | - | 454.29
| 404.2 | -11.03 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_flink_batch_combine_5_runtime | - | 157.67 |
131.0 | -16.91 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_6 | python_dataflow_batch_gbk_6_runtime | - | 132.0 | 110.4 |
-16.36 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 139.43 |
113.2 | -18.81 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 117.0 |
88.2 | -24.62 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_dataflow_batch_pardo_4_runtime | - | 293.57 |
242.4 | -17.43 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
3.57 | 3.2 | -10.4 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_7 | python_dataflow_batch_sideinput_7_runtime | - |
1131.71 | 945.2 | -16.48 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_8 | python_dataflow_batch_sideinput_8_runtime | - |
1086.43 | 875.6 | -19.41 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 145.14 |
125.67 | -13.42 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_bqio_write_10GB_results | bqio_write_10GB_results_runtime | - | 259.0 |
226.17 | -12.68 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_direct_microbenchmarks | fn_api_runner_microbenchmark_runtime_sec | - |
604.02 | 508.43 | -15.83 |
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 173.14 | 148.0 |
-14.52 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 412.29
| 228.0 | -44.7 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 492.57
| 420.2 | -14.69 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
1330.0 | 1057.75 | -20.47 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
textioit_results | write_time | - | 39.31 | 32.29 | -17.86 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | read_time | - | 22.83 | 18.7 | -18.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | write_time | - | 29.33 | 22.23 | -24.2 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_hdfs_results | read_time | - | 23.41 | 19.51 | -16.65 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_hdfs_results | write_time | - | 31.1 | 24.57 | -21.01 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | write_time | - | 30.46 | 25.97 | -14.74 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_0_batch | RuntimeMs | DataflowRunner | 30346.83 | 25745.21 | -15.16 |
[[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_batch | RuntimeMs | FlinkRunner | 2393.39 | 1693.23 | -29.25 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | SparkRunner | 3480.32 | 2782.45 | -20.05 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | SparkStructuredStreamingRunner | 3276.68 |
2747.73 | -16.14 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_sql_batch | RuntimeMs | SparkRunner | 3811.46 | 3142.36 | -17.55 |
[[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 | SparkStructuredStreamingRunner | 3517.33 |
2552.14 | -27.44 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_sql_streaming | RuntimeMs | DirectRunner | 28228.5 | 19878.2 |
-29.58 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_streaming | RuntimeMs | FlinkRunner | 3301.32 | 2941.95 | -10.89
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | DataflowRunner | 36011.35 | 31571.02 |
-12.33 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | DirectRunner | 22609.0 | 18069.24 | -20.08 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | FlinkRunner | 3550.93 | 2867.0 | -19.26 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_batch | RuntimeMs | DataflowRunner | 48846.65 | 43500.7 | -10.94 |
[[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 | 1153.18 | 900.55 | -21.91 |
[[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_10_batch | RuntimeMs | SparkRunner | 1283.0 | 1084.0 | -15.51 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_batch | RuntimeMs | SparkStructuredStreamingRunner | 1617.07 |
1377.36 | -14.82 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_streaming | RuntimeMs | DirectRunner | 55491.3 | 47643.0 | -14.14 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1559.86 | 1304.59 | -16.36 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_batch | RuntimeMs | DataflowRunner | 33895.82 | 29303.43 | -13.55 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_batch | RuntimeMs | FlinkRunner | 580.14 | 442.86 | -23.66 |
[[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_11_batch | RuntimeMs | SparkRunner | 2963.5 | 1951.05 | -34.16 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | SparkStructuredStreamingRunner | 2270.39 |
1863.82 | -17.91 | [[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_11_streaming | RuntimeMs | DirectRunner | 12791.19 | 11492.62 | -10.15
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_batch | RuntimeMs | DataflowRunner | 20922.35 | 18148.39 | -13.26 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_12_batch | RuntimeMs | FlinkRunner | 453.54 | 331.5 | -26.91 |
[[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_12_batch | RuntimeMs | SparkRunner | 1704.46 | 1170.68 | -31.32 |
[[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_12_batch | RuntimeMs | SparkStructuredStreamingRunner | 1785.0 |
1415.41 | -20.71 | [[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 | DirectRunner | 11492.19 | 10262.29 | -10.7
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_batch | RuntimeMs | FlinkRunner | 857.39 | 712.18 | -16.94 |
[[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 | SparkRunner | 882.46 | 426.14 | -51.71 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_13_batch | RuntimeMs | SparkStructuredStreamingRunner | 2053.57 |
1669.45 | -18.7 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_13_sql_batch | RuntimeMs | DataflowRunner | 57551.56 | 49481.25 |
-14.02 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 3317.41 |
2819.41 | -15.01 | [[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_13_sql_streaming | RuntimeMs | DirectRunner | 38324.0 | 27291.1 |
-28.79 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | DirectRunner | 15092.89 | 11440.14 | -24.2
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | FlinkRunner | 2727.5 | 2301.64 | -15.61 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | DataflowRunner | 60914.39 | 53467.14 | -12.23 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | FlinkRunner | 936.11 | 825.73 | -11.79 |
[[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_14_batch | RuntimeMs | SparkRunner | 2225.39 | 1238.14 | -44.36 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | SparkStructuredStreamingRunner | 2013.07 |
1645.64 | -18.25 | [[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_14_streaming | RuntimeMs | DirectRunner | 18328.15 | 13512.76 | -26.27
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_streaming | RuntimeMs | FlinkRunner | 1858.32 | 1367.73 | -26.4 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_15_batch | RuntimeMs | DataflowRunner | 48128.7 | 42904.97 | -10.85 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_15_batch | RuntimeMs | FlinkRunner | 933.96 | 709.68 | -24.01 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_15_batch | RuntimeMs | SparkRunner | 2053.36 | 1527.14 | -25.63 |
[[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 | SparkStructuredStreamingRunner | 1805.86 |
1457.23 | -19.31 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_16_batch | RuntimeMs | DataflowRunner | 53025.36 | 47525.71 | -10.37 |
[[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_16_batch | RuntimeMs | FlinkRunner | 654.46 | 499.82 | -23.63 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_batch | RuntimeMs | SparkRunner | 3143.61 | 2035.59 | -35.25 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_streaming | RuntimeMs | DataflowRunner | 83851.0 | 73188.76 |
-12.72 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_streaming | RuntimeMs | FlinkRunner | 584.82 | 520.77 | -10.95 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | DataflowRunner | 23688.54 | 19906.68 | -15.96 |
[[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_batch | RuntimeMs | FlinkRunner | 783.5 | 569.64 | -27.3 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | SparkRunner | 1029.43 | 812.55 | -21.07 |
[[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_1_sql_batch | RuntimeMs | DataflowRunner | 28371.52 | 25293.55 |
-10.85 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_batch | RuntimeMs | SparkRunner | 1478.57 | 1278.95 | -13.5 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1369.78 |
1060.09 | -22.61 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_sql_streaming | RuntimeMs | DirectRunner | 16615.96 | 12974.2 |
-21.92 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_streaming | RuntimeMs | DirectRunner | 15490.89 | 10854.24 | -29.93
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | DataflowRunner | 16070.34 | 13200.94 | -17.86 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | FlinkRunner | 395.79 | 322.82 | -18.44 |
[[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_batch | RuntimeMs | SparkRunner | 710.43 | 453.73 | -36.13 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_batch | RuntimeMs | DataflowRunner | 19674.11 | 16876.7 | -14.22
| [[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_batch | RuntimeMs | SparkRunner | 1623.32 | 1205.68 | -25.73 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1473.59 |
990.09 | -32.81 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_streaming | RuntimeMs | DirectRunner | 9356.69 | 7966.7 | -14.86
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | DataflowRunner | 19640.09 | 16933.45 |
-13.78 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | DirectRunner | 9373.33 | 6894.81 | -26.44 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | FlinkRunner | 629.54 | 557.36 | -11.46 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_batch | RuntimeMs | DataflowRunner | 21581.0 | 18676.91 | -13.46 |
[[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_3_batch | RuntimeMs | FlinkRunner | 2782.25 | 2044.09 | -26.53 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_batch | RuntimeMs | SparkRunner | 4793.0 | 3438.95 | -28.25 |
[[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_3_sql_batch | RuntimeMs | DataflowRunner | 24012.78 | 20731.4 | -13.67
| [[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_sql_batch | RuntimeMs | SparkRunner | 6157.0 | 5282.18 | -14.21 |
[[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_sql_streaming | RuntimeMs | DirectRunner | 11610.27 | 9973.85 |
-14.09 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DataflowRunner | 42633.83 | 38311.21 |
-10.14 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DirectRunner | 13258.7 | 11308.52 | -14.71 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 1173.11 | 964.18 | -17.81 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | DataflowRunner | 24686.32 | 21176.55 | -14.22 |
[[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | FlinkRunner | 2088.14 | 1576.32 | -24.51 |
[[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_4_batch | RuntimeMs | SparkRunner | 2412.64 | 1901.82 | -21.17 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | SparkStructuredStreamingRunner | 9193.21 |
7713.05 | -16.1 | [[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_4_streaming | RuntimeMs | DirectRunner | 5196.89 | 3876.05 | -25.42 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | FlinkRunner | 1666.86 | 1309.36 | -21.45 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | DataflowRunner | 31125.16 | 26903.24 | -13.56 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | FlinkRunner | 1934.79 | 1583.55 | -18.15 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_5_batch | RuntimeMs | SparkRunner | 2868.96 | 2222.91 | -22.52 |
[[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_5_batch | RuntimeMs | SparkStructuredStreamingRunner | 3684.07 |
2839.59 | -22.92 | [[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_5_streaming | RuntimeMs | DirectRunner | 33238.07 | 29169.33 | -12.24
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | FlinkRunner | 2628.64 | 2236.41 | -14.92 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | DataflowRunner | 26097.36 | 21935.0 | -15.95 |
[[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 | FlinkRunner | 1100.61 | 696.09 | -36.75 |
[[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_batch | RuntimeMs | SparkRunner | 1494.54 | 1313.68 | -12.1 |
[[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_streaming | RuntimeMs | DirectRunner | 3029.63 | 2561.86 | -15.44 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | FlinkRunner | 822.04 | 633.0 | -23.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | FlinkRunner | 1437.07 | 1158.73 | -19.37 |
[[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_7_batch | RuntimeMs | SparkRunner | 2383.61 | 1917.73 | -19.55 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_7_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 12932.89 |
10183.0 | -21.26 | [[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_streaming | RuntimeMs | FlinkRunner | 5550.5 | 4851.29 | -12.6 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | DirectRunner | 1178574.07 | 921345.57 |
-21.83 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | FlinkRunner | 1818.14 | 1515.95 | -16.62 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | DirectRunner | 3174.93 | 2807.64 | -11.57 |
[[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | FlinkRunner | 923.32 | 699.95 | -24.19 |
[[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_8_batch | RuntimeMs | SparkRunner | 2710.11 | 2092.18 | -22.8 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 3818.71 |
3322.09 | -13.0 | [[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_8_streaming | RuntimeMs | DirectRunner | 8898.96 | 7076.19 | -20.48 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | FlinkRunner | 675.29 | 502.82 | -25.54 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_batch | RuntimeMs | DirectRunner | 1797.89 | 1534.77 | -14.63 |
[[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_9_batch | RuntimeMs | FlinkRunner | 640.14 | 481.36 | -24.8 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_9_batch | RuntimeMs | SparkRunner | 1060.79 | 890.14 | -16.09 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_9_batch | RuntimeMs | SparkStructuredStreamingRunner | 3038.86 |
2501.5 | -17.68 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | DirectRunner | 2131.3 | 1730.81 | -18.79 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_streaming | RuntimeMs | FlinkRunner | 453.54 | 373.77 | -17.59 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
tpcds_query10_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
57682.39 | 50597.48 | -12.28 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query38_Calcite_1GB | RuntimeMs | SparkRunner | 25286.35 | 22671.72 |
-10.34 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query3_Calcite_1GB | RuntimeMs | SparkRunner | 43749.08 | 38857.67 |
-11.18 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | FlinkRunner | 11298.43 | 10097.27 |
-10.63 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query87_Calcite_1GB | RuntimeMs | FlinkRunner | 27351.46 | 23399.14 |
-14.45 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query93_Calcite_1GB | RuntimeMs | FlinkRunner | 41481.21 | 37093.32 |
-10.58 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
## All metrics
**Measurement** | **Metric** | **Runner** | **Mean previous week** | **Mean
last week** | **Diff %** | **Dashboard**
---|---|---|---|---|---|---
avroioit_hdfs_results | read_time | - | 87.74 | 74.16 | -15.47 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_hdfs_results | write_time | - | 132.52 | 112.98 | -14.74 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | read_time | - | 80.02 | 76.03 | -4.98 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
avroioit_results | write_time | - | 122.29 | 109.72 | -10.28 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | avro_write_time | - | 34.42 | 30.69 |
-10.82 | [[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_avro | read_time | - | 34.84 | 36.16 | 3.77 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | read_time | - | 37.49 | 35.59 | -5.06 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_batch_json | write_time | - | 54.61 | 52.0 | -4.79 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | read_time | - | 33.78 | 29.88 | -11.52 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
bqio_10GB_results_java_stream | write_time | - | 199.53 | 202.91 | 1.69 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | read_time | - | 16.05 | 13.32 | -17.05 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cdapioit_results | write_time | - | 31.59 | 27.97 | -11.45 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
cloudml_benchmark_cirteo_no_shuffle_10GB | runtime_sec | - | 3034.5 | 2985.41
| -1.62 | [[1]](http://metrics.beam.apache.org/d/C9nj1oxVk)
cloudml_benchmark_criteo_10GB | runtime_sec | - | 3034.63 | 3060.31 | 0.85 |
[[1]](http://metrics.beam.apache.org/d/C9nj1oxVk)
cloudml_benchmark_criteo_small | runtime_sec | - | 1225.17 | 1156.97 | -5.57 |
compressed_textioit_hdfs_results | read_time | - | 128.65 | 115.36 | -10.33 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_hdfs_results | write_time | - | 219.99 | 213.05 | -3.15 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | read_time | - | 130.09 | 121.01 | -6.99 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
compressed_textioit_results | write_time | - | 223.91 | 203.62 | -9.06 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
go_batch_cogbk_1 | dataflow_runtime | - | 213.66 | 192.62 | -9.85 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_1 | flink_runtime | - | 2.47 | 2.65 | 7.3 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_2 | dataflow_runtime | - | 132.53 | 136.79 | 3.21 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_2 | flink_runtime | - | 2.65 | 2.44 | -7.76 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_3 | dataflow_runtime | - | 107.17 | 106.73 | -0.41 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_3 | flink_runtime | - | 0.86 | 1.37 | 60.33 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_cogbk_4 | dataflow_runtime | - | 109.02 | 109.72 | 0.64 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
go_batch_combine_1 | dataflow_runtime | - | 450.76 | 434.23 | -3.67 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_1 | flink_runtime | - | 40.02 | 40.76 | 1.85 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
go_batch_combine_2 | dataflow_runtime | - | 70.62 | 68.62 | -2.84 |
go_batch_combine_2 | flink_runtime | - | 6.51 | 7.25 | 11.44 |
go_batch_combine_3 | dataflow_runtime | - | 66.21 | 65.29 | -1.38 |
go_batch_combine_3 | flink_runtime | - | 4.62 | 5.38 | 16.55 |
go_batch_gbk_1 | dataflow_runtime | - | 386.5 | 415.13 | 7.41 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_1 | flink_runtime | - | 12.11 | 13.06 | 7.86 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_2 | dataflow_runtime | - | 94.34 | 90.95 | -3.59 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_2 | flink_runtime | - | 19.18 | 19.81 | 3.27 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_3 | dataflow_runtime | - | 20.61 | 21.2 | 2.84 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_3 | flink_runtime | - | 1.84 | 2.08 | 13.26 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_4 | dataflow_runtime | - | 50.36 | 50.54 | 0.35 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_4 | flink_runtime | - | 5.8 | 4.33 | -25.33 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | dataflow_runtime | - | 39.19 | 42.41 | 8.21 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_5 | flink_runtime | - | 4.82 | 5.31 | 10.16 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | dataflow_runtime | - | 99.6 | 92.94 | -6.69 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_6 | flink_runtime | - | 1.74 | 1.99 | 14.02 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_gbk_7 | dataflow_runtime | - | 104.77 | 101.41 | -3.21 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
go_batch_pardo_1 | dataflow_runtime | - | 87.2 | 83.74 | -3.97 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_1 | flink_runtime | - | 388.22 | 393.5 | 1.36 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | dataflow_runtime | - | 673.42 | 642.4 | -4.61 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_2 | flink_runtime | - | 3168.84 | 3215.65 | 1.48 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | dataflow_runtime | - | 61.09 | 64.2 | 5.11 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_3 | flink_runtime | - | 276.43 | 275.86 | -0.2 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | dataflow_runtime | - | 66.06 | 68.1 | 3.1 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_pardo_4 | flink_runtime | - | 311.4 | 310.19 | -0.39 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
go_batch_sideinput_1 | dataflow_runtime | - | 2.95 | 3.11 | 5.3 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_1 | flink_runtime | - | 7.4 | 7.26 | -1.83 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_2 | dataflow_runtime | - | 262.05 | 251.35 | -4.08 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
go_batch_sideinput_2 | flink_runtime | - | 6.91 | 8.21 | 18.79 |
[[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
hadoopformatioit_results | read_time | - | 14.17 | 13.56 | -4.26 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
hadoopformatioit_results | write_time | - | 31.59 | 25.23 | -20.13 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
java_batch_cogbk_1 | dataflow_runtime_sec | - | 44.09 | 41.19 | -6.58 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 47.35 | 50.69 | 7.05
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 49.52 | 40.63 |
-17.97 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_1 | sparkstructuredstreaming_runtime_sec | - | 78.06 | 86.51
| 10.82 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_runtime_sec | - | 46.87 | 40.11 | -14.44 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 51.57 | 41.25 |
-20.02 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 50.02 | 46.58 |
-6.88 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_2 | sparkstructuredstreaming_runtime_sec | - | 75.49 | 75.27
| -0.29 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_runtime_sec | - | 18.76 | 16.92 | -9.79 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 19.13 | 19.46 | 1.69
| [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 16.69 | 18.99 |
13.77 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_3 | sparkstructuredstreaming_runtime_sec | - | 11.47 | 13.12
| 14.4 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_runtime_sec | - | 19.25 | 18.47 | -4.04 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 21.71 | 15.54 |
-28.43 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 18.37 | 14.19 |
-22.76 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_cogbk_4 | sparkstructuredstreaming_runtime_sec | - | 14.52 | 12.55
| -13.54 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_batch_combine_1 | dataflow_runtime_sec | - | 63.81 | 45.27 | -29.06 |
[[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_1 | sparkstructuredstreaming_runtime_sec | - | 229.65 |
238.74 | 3.96 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_batch_combine_2 | dataflow_runtime_sec | - | 35.82 | 32.77 | -8.51 |
java_batch_combine_2 | sparkstructuredstreaming_runtime_sec | - | 77.6 | 62.66
| -19.26 |
java_batch_combine_3 | dataflow_runtime_sec | - | 38.71 | 25.76 | -33.45 |
java_batch_combine_3 | sparkstructuredstreaming_runtime_sec | - | 74.26 |
57.83 | -22.12 |
java_batch_gbk_1 | dataflow_runtime_sec | - | 129.93 | 98.58 | -24.13 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java11_runtime_sec | - | 88.2 | 76.58 | -13.17
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | dataflow_v2_java17_runtime_sec | - | 86.94 | 78.4 | -9.82 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_1 | sparkstructuredstreaming_runtime_sec | - | 341.41 | 225.77
| -33.87 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_runtime_sec | - | 45.57 | 37.8 | -17.05 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java11_runtime_sec | - | 39.67 | 38.58 | -2.74
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | dataflow_v2_java17_runtime_sec | - | 43.03 | 37.05 | -13.9
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_2 | sparkstructuredstreaming_runtime_sec | - | 63.91 | 66.03 |
3.31 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_runtime_sec | - | 16.97 | 13.62 | -19.72 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java11_runtime_sec | - | 15.98 | 13.95 | -12.74
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | dataflow_v2_java17_runtime_sec | - | 16.76 | 13.92 | -16.96
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_3 | sparkstructuredstreaming_runtime_sec | - | 11.7 | 13.72 |
17.29 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_runtime_sec | - | 29.16 | 21.99 | -24.57 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java11_runtime_sec | - | 26.14 | 21.4 | -18.14
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | dataflow_v2_java17_runtime_sec | - | 23.08 | 22.79 | -1.28
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_4 | sparkstructuredstreaming_runtime_sec | - | 69.85 | 63.21 |
-9.5 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_runtime_sec | - | 28.13 | 21.49 | -23.61 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java11_runtime_sec | - | 21.8 | 22.07 | 1.23 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | dataflow_v2_java17_runtime_sec | - | 24.1 | 16.94 | -29.7 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_5 | sparkstructuredstreaming_runtime_sec | - | 69.41 | 59.81 |
-13.83 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_runtime_sec | - | 45.49 | 36.63 | -19.48 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java11_runtime_sec | - | 30.37 | 29.21 | -3.81
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | dataflow_v2_java17_runtime_sec | - | 31.72 | 25.32 | -20.18
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_6 | sparkstructuredstreaming_runtime_sec | - | 48.35 | 47.27 |
-2.24 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_runtime_sec | - | 51.61 | 44.19 | -14.39 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java11_runtime_sec | - | 45.64 | 38.83 | -14.91
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | dataflow_v2_java17_runtime_sec | - | 43.43 | 39.18 | -9.78
| [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_gbk_7 | sparkstructuredstreaming_runtime_sec | - | 48.4 | 48.49 |
0.2 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_batch_pardo_1 | dataflow_runtime_sec | - | 23.59 | 18.31 | -22.39 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java11_runtime_sec | - | 15.46 | 14.55 |
-5.93 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | dataflow_v2_java17_runtime_sec | - | 20.32 | 15.16 |
-25.38 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_1 | sparkstructuredstreaming_runtime_sec | - | 22.34 | 15.98
| -28.43 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_runtime_sec | - | 197.51 | 191.83 | -2.87 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java11_runtime_sec | - | 71.99 | 64.52 |
-10.38 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | dataflow_v2_java17_runtime_sec | - | 68.14 | 63.84 |
-6.31 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_2 | sparkstructuredstreaming_runtime_sec | - | 108.54 | 83.81
| -22.78 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_runtime_sec | - | 19.54 | 14.47 | -25.96 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java11_runtime_sec | - | 16.34 | 13.48 |
-17.53 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | dataflow_v2_java17_runtime_sec | - | 16.36 | 14.55 |
-11.03 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_3 | sparkstructuredstreaming_runtime_sec | - | 20.29 | 14.0 |
-31.01 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_runtime_sec | - | 35.11 | 26.42 | -24.76 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java11_runtime_sec | - | 30.98 | 28.23 |
-8.89 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | dataflow_v2_java17_runtime_sec | - | 34.39 | 25.4 |
-26.16 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_batch_pardo_4 | sparkstructuredstreaming_runtime_sec | - | 47.53 | 32.08
| -32.5 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_cogbk_1 | dataflow_runtime_sec | - | 718.44 | 719.97 | 0.21 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_1 | dataflow_v2_java11_runtime_sec | - | 714.66 | 703.51
| -1.56 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_1 | dataflow_v2_java17_runtime_sec | - | 718.44 | 727.44
| 1.25 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_runtime_sec | - | 731.13 | 725.62 | -0.75 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_v2_java11_runtime_sec | - | 695.32 | 706.53
| 1.61 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_2 | dataflow_v2_java17_runtime_sec | - | 757.49 | 706.08
| -6.79 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_runtime_sec | - | 102.31 | 103.1 | 0.77 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java11_runtime_sec | - | 110.45 | 120.11
| 8.74 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_3 | dataflow_v2_java17_runtime_sec | - | 107.8 | 104.14 |
-3.39 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_runtime_sec | - | 103.36 | 101.13 | -2.15 |
[[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java11_runtime_sec | - | 104.15 | 104.24
| 0.09 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_cogbk_4 | dataflow_v2_java17_runtime_sec | - | 110.31 | 100.41
| -8.98 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
java_streaming_combine_1 | dataflow_runtime_sec | - | 482.11 | 472.04 | -2.09
| [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
java_streaming_combine_2 | dataflow_runtime_sec | - | 228.62 | 212.79 | -6.92
|
java_streaming_combine_3 | dataflow_runtime_sec | - | 233.34 | 225.8 | -3.23 |
java_streaming_gbk_1 | dataflow_runtime_sec | - | 661.6 | 662.62 | 0.16 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java11_runtime_sec | - | 395.5 | 350.88 |
-11.28 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_1 | dataflow_v2_java17_runtime_sec | - | 391.95 | 293.82 |
-25.04 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_runtime_sec | - | 666.17 | 626.08 | -6.02 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java11_runtime_sec | - | 2429.62 | 1967.9 |
-19.0 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_2 | dataflow_v2_java17_runtime_sec | - | 2745.49 | 2417.75
| -11.94 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_runtime_sec | - | 24.65 | 25.47 | 3.31 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java11_runtime_sec | - | 40.73 | 40.75 |
0.05 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_3 | dataflow_v2_java17_runtime_sec | - | 39.15 | 37.29 |
-4.73 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_runtime_sec | - | 215.84 | 217.65 | 0.84 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java11_runtime_sec | - | 651.35 | 558.91 |
-14.19 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_4 | dataflow_v2_java17_runtime_sec | - | 599.04 | 582.99 |
-2.68 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_runtime_sec | - | 221.91 | 215.69 | -2.8 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java11_runtime_sec | - | 580.14 | 524.55 |
-9.58 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_5 | dataflow_v2_java17_runtime_sec | - | 533.68 | 502.58 |
-5.83 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_runtime_sec | - | 76.46 | 72.57 | -5.08 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java11_runtime_sec | - | 72.62 | 60.23 |
-17.06 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_6 | dataflow_v2_java17_runtime_sec | - | 75.81 | 58.28 |
-23.12 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_runtime_sec | - | 135.62 | 124.92 | -7.89 |
[[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java11_runtime_sec | - | 99.31 | 88.53 |
-10.85 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_gbk_7 | dataflow_v2_java17_runtime_sec | - | 96.23 | 88.3 |
-8.24 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
java_streaming_pardo_1 | dataflow_runtime_sec | - | 26.78 | 26.13 | -2.44 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java11_runtime_sec | - | 27.38 | 27.7 |
1.19 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_1 | dataflow_v2_java17_runtime_sec | - | 28.09 | 25.8 |
-8.16 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_runtime_sec | - | 293.85 | 257.11 | -12.5 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java11_runtime_sec | - | 125.06 | 128.78
| 2.97 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_2 | dataflow_v2_java17_runtime_sec | - | 119.98 | 118.16
| -1.52 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_runtime_sec | - | 14.42 | 14.51 | 0.68 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java11_runtime_sec | - | 29.67 | 24.93 |
-15.97 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_3 | dataflow_v2_java17_runtime_sec | - | 29.84 | 22.94 |
-23.12 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_runtime_sec | - | 33.93 | 33.69 | -0.69 |
[[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java11_runtime_sec | - | 59.67 | 46.07 |
-22.8 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
java_streaming_pardo_4 | dataflow_v2_java17_runtime_sec | - | 56.27 | 49.35 |
-12.29 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
jdbcioit_results | read_time | - | 28.9 | 26.96 | -6.71 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
jdbcioit_results | write_time | - | 76.07 | 38.18 | -49.81 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | read_time | - | 624.72 | 352.8 | -43.53 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results | write_time | - | 234.67 | 156.8 | -33.18 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | read_time | - | 929.75 | 796.89 | -14.29 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
kafkaioit_results_runner_v2 | write_time | - | 320.02 | 300.25 | -6.18 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | read_time | - | 13.06 | 12.45 | -4.63 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_hdfs_results | write_time | - | 74.5 | 70.33 | -5.6 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | read_time | - | 21.2 | 20.24 | -4.54 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
many_files_textioit_results | write_time | - | 69.58 | 62.12 | -10.72 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
ml_transform_large_movie_review_dataset_process_metrics | runtime_sec | - |
1743.31 | 1732.32 | -0.63 |
mongodbioit_results | read_time | - | 25.42 | 26.12 | 2.72 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
mongodbioit_results | write_time | - | 54.1 | 52.73 | -2.53 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
null_default | read_time | - | 54.69 | 51.21 | -6.36 |
null_directread | read_time | - | 59.54 | 50.34 | -15.45 |
null_directread_pushdown | read_time | - | 9.6 | 8.24 | -14.21 |
parquetioit_hdfs_results | read_time | - | 81.93 | 82.36 | 0.53 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_hdfs_results | write_time | - | 132.13 | 120.98 | -8.44 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | read_time | - | 82.33 | 76.83 | -6.68 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
parquetioit_results | write_time | - | 127.68 | 117.4 | -8.05 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
python_batch_cogbk_1 | python_dataflow_batch_cogbk_1_runtime | - | 281.71 |
257.8 | -8.49 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_2 | python_dataflow_batch_cogbk_2_runtime | - | 158.0 |
123.0 | -22.15 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_3 | python_dataflow_batch_cogbk_3_runtime | - | 142.43 |
120.6 | -15.33 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_cogbk_4 | python_dataflow_batch_cogbk_4_runtime | - | 131.71 |
106.4 | -19.22 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_batch_combine_1 | python_dataflow_batch_combine_1_runtime | - | 454.29
| 404.2 | -11.03 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_1 | python_flink_batch_combine_1_runtime | - | 2215.14 |
2191.8 | -1.05 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_2 | python_dataflow_batch_combine_2_runtime | - | 30.0 |
28.2 | -6.0 |
python_batch_combine_3 | python_dataflow_batch_combine_3_runtime | - | 28.43 |
31.2 | 9.75 |
python_batch_combine_4 | python_flink_batch_combine_4_runtime | - | 99.17 |
97.8 | -1.38 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_combine_5 | python_flink_batch_combine_5_runtime | - | 157.67 |
131.0 | -16.91 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_batch_gbk_1 | python_dataflow_batch_gbk_1_runtime | - | 919.29 | 836.8
| -8.97 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_2 | python_dataflow_batch_gbk_2_runtime | - | 217.0 | 209.4 |
-3.5 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_3 | python_dataflow_batch_gbk_3_runtime | - | 18.71 | 17.4 |
-7.02 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_4 | python_dataflow_batch_gbk_4_runtime | - | 103.71 | 95.8 |
-7.63 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_5 | python_dataflow_batch_gbk_5_runtime | - | 82.43 | 80.2 |
-2.7 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_6 | python_dataflow_batch_gbk_6_runtime | - | 132.0 | 110.4 |
-16.36 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_gbk_7 | python_dataflow_batch_gbk_7_runtime | - | 156.43 | 145.4
| -7.05 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_batch_pardo_1 | python_dataflow_batch_pardo_1_runtime | - | 139.43 |
113.2 | -18.81 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_1 | python_flink_batch_pardo_1_runtime | - | 450.43 | 443.4
| -1.56 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_2 | python_dataflow_batch_pardo_2_runtime | - | 1142.0 |
1090.0 | -4.55 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_3 | python_dataflow_batch_pardo_3_runtime | - | 117.0 |
88.2 | -24.62 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_dataflow_batch_pardo_4_runtime | - | 293.57 |
242.4 | -17.43 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_pardo_4 | python_flink_batch_pardo_4_runtime | - | 1448.64 |
1429.8 | -1.3 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_batch_sideinput_1 | python_dataflow_batch_sideinput_1_runtime | - |
27.71 | 28.6 | 3.2 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_10 | python_dataflow_batch_sideinput_10_runtime | - |
6340.67 | 5802.33 | -8.49 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_2 | python_dataflow_batch_sideinput_2_runtime | - |
29.86 | 28.2 | -5.55 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_3 | python_dataflow_batch_sideinput_3_runtime | - |
3.57 | 3.2 | -10.4 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_4 | python_dataflow_batch_sideinput_4_runtime | - |
261.14 | 265.6 | 1.71 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_5 | python_dataflow_batch_sideinput_5_runtime | - |
30.71 | 31.6 | 2.88 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_6 | python_dataflow_batch_sideinput_6_runtime | - |
32.14 | 31.2 | -2.93 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_7 | python_dataflow_batch_sideinput_7_runtime | - |
1131.71 | 945.2 | -16.48 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_8 | python_dataflow_batch_sideinput_8_runtime | - |
1086.43 | 875.6 | -19.41 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_batch_sideinput_9 | python_dataflow_batch_sideinput_9_runtime | - |
6371.86 | 6310.2 | -0.97 | [[1]](http://metrics.beam.apache.org/d/-E9aGlFGk)
python_bqio_read_10GB_results | bqio_read_10GB_results_runtime | - | 145.14 |
125.67 | -13.42 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_bqio_write_10GB_results | bqio_write_10GB_results_runtime | - | 259.0 |
226.17 | -12.68 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_direct_microbenchmarks | fn_api_runner_microbenchmark_runtime_sec | - |
604.02 | 508.43 | -15.83 |
python_direct_microbenchmarks | teststream_microbenchmark_runtime_sec | - |
372.55 | 345.72 | -7.2 |
python_kafkaio_results | read_runtime | - | 1009.0 | 1030.33 | 2.11 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_kafkaio_results | write_runtime | - | 247.0 | 247.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_read_runtime | - | 86.67 | 79.6 |
-8.15 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_psio_2GB_results | pubsub_io_perf_write_runtime | - | 173.14 | 148.0 |
-14.52 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spanner_write_2GB_results | pyspanner_write_2GB_results_runtime | - |
952.86 | 943.0 | -1.03 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_spannerio_read_2GB_results | pyspanner_read_2GB_results_runtime | - |
18.43 | 20.2 | 9.61 | [[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_streaming_cogbk_1 | python_dataflow_streaming_cogbk_1_runtime | - |
305.43 | 303.4 | -0.66 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_2 | python_dataflow_streaming_cogbk_2_runtime | - |
131.71 | 152.0 | 15.4 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_3 | python_dataflow_streaming_cogbk_3_runtime | - |
168.29 | 179.4 | 6.6 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_cogbk_4 | python_dataflow_streaming_cogbk_4_runtime | - |
94.71 | 99.6 | 5.16 | [[1]](http://metrics.beam.apache.org/d/fK0U4JqWz)
python_streaming_combine_1 | python_dataflow_streaming_combine_1_runtime | - |
7351.29 | 7296.33 | -0.75 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_combine_4 | python_dataflow_streaming_combine_4_runtime | - |
1516.86 | 1509.33 | -0.5 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_combine_4 | python_flink_streaming_combine_4_runtime | - |
10.86 | 11.2 | 3.16 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_combine_5 | python_dataflow_streaming_combine_5_runtime | - |
841.86 | 801.0 | -4.85 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_combine_5 | python_flink_streaming_combine_5_runtime | - |
13.14 | 12.6 | -4.13 | [[1]](http://metrics.beam.apache.org/d/WNzYt13Zk)
python_streaming_gbk_3 | python_dataflow_streaming_gbk_3_runtime | - | 66.43 |
60.4 | -9.08 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_6 | python_dataflow_streaming_gbk_6_runtime | - | 412.29
| 228.0 | -44.7 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_gbk_7 | python_dataflow_streaming_gbk_7_runtime | - | 492.57
| 420.2 | -14.69 | [[1]](http://metrics.beam.apache.org/d/UYZ-oJ3Zk)
python_streaming_pardo_1 | python_dataflow_streaming_pardo_1_runtime | - |
258.14 | 281.4 | 9.01 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_1 | python_flink_streaming_pardo_5_runtime | - | 226.86
| 238.6 | 5.18 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_dataflow_streaming_pardo_2_runtime | - |
3551.71 | 3759.8 | 5.86 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_2 | python_flink_streaming_pardo_2_runtime | - |
7760.86 | 7469.0 | -3.76 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_dataflow_streaming_pardo_3_runtime | - |
190.71 | 172.6 | -9.5 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_3 | python_flink_streaming_pardo_3_runtime | - | 319.86
| 290.6 | -9.15 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_dataflow_streaming_pardo_4_runtime | - |
1330.0 | 1057.75 | -20.47 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_4 | python_flink_streaming_pardo_4_runtime | - | 707.43
| 673.4 | -4.81 | [[1]](http://metrics.beam.apache.org/d/MOi-kf3Zk)
python_streaming_pardo_6 | python_flink_streaming_pardo_6_runtime | - | 396.0
| 385.4 | -2.68 |
python_textio_1GB_results | read_runtime | - | 119.43 | 115.8 | -3.04 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
python_textio_1GB_results | write_runtime | - | 255.14 | 246.2 | -3.51 |
[[1]](http://metrics.beam.apache.org/d/gP7vMPqZz)
singlestoreioit_results | read_time | - | 90.22 | 82.24 | -8.84 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
singlestoreioit_results | write_time | - | 30.32 | 29.81 | -1.67 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
sparkreceiverioit_results | read_time | - | 754.45 | 749.42 | -0.67 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | read_time | - | 13.78 | 13.82 | 0.3 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_hdfs_results | write_time | - | 33.3 | 32.67 | -1.91 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | read_time | - | 17.68 | 19.76 | 11.78 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
textioit_results | write_time | - | 39.31 | 32.29 | -17.86 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | read_time | - | 22.83 | 18.7 | -18.1 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
tfrecordioit_results | write_time | - | 29.33 | 22.23 | -24.2 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
wordcount_py39_results | runtime | - | 1930.42 | 1873.55 | -2.95 |
xmlioit_hdfs_results | read_time | - | 23.41 | 19.51 | -16.65 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_hdfs_results | write_time | - | 31.1 | 24.57 | -21.01 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | read_time | - | 24.23 | 23.61 | -2.54 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
xmlioit_results | write_time | - | 30.46 | 25.97 | -14.74 |
[[1]](http://metrics.beam.apache.org/d/bnlHKP3Wz)
nexmark_0_batch | RuntimeMs | DataflowRunner | 30346.83 | 25745.21 | -15.16 |
[[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_batch | RuntimeMs | DirectRunner | 9013.71 | 8117.27 | -9.95 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_batch | RuntimeMs | FlinkRunner | 2393.39 | 1693.23 | -29.25 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | SparkRunner | 3480.32 | 2782.45 | -20.05 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_batch | RuntimeMs | SparkStructuredStreamingRunner | 3276.68 |
2747.73 | -16.14 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_sql_batch | RuntimeMs | DataflowRunner | 30170.63 | 28243.5 | -6.39
| [[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_0_sql_batch | RuntimeMs | DirectRunner | 10673.0 | 10262.95 | -3.84 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_sql_batch | RuntimeMs | FlinkRunner | 1926.18 | 1764.64 | -8.39 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_sql_batch | RuntimeMs | SparkRunner | 3811.46 | 3142.36 | -17.55 |
[[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 | SparkStructuredStreamingRunner | 3517.33 |
2552.14 | -27.44 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_0_sql_streaming | RuntimeMs | DataflowRunner | 25710.07 | 25447.45 |
-1.02 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_streaming | RuntimeMs | DirectRunner | 28228.5 | 19878.2 |
-29.58 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_sql_streaming | RuntimeMs | FlinkRunner | 3301.32 | 2941.95 | -10.89
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_0_streaming | RuntimeMs | DataflowRunner | 36011.35 | 31571.02 |
-12.33 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | DirectRunner | 22609.0 | 18069.24 | -20.08 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_0_streaming | RuntimeMs | FlinkRunner | 3550.93 | 2867.0 | -19.26 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_batch | RuntimeMs | DataflowRunner | 48846.65 | 43500.7 | -10.94 |
[[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 | DirectRunner | 12851.64 | 13153.0 | 2.34 |
[[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 | FlinkRunner | 1153.18 | 900.55 | -21.91 |
[[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_10_batch | RuntimeMs | SparkRunner | 1283.0 | 1084.0 | -15.51 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_batch | RuntimeMs | SparkStructuredStreamingRunner | 1617.07 |
1377.36 | -14.82 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_10_streaming | RuntimeMs | DataflowRunner | 80529.87 | 80291.36 | -0.3
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | DirectRunner | 55491.3 | 47643.0 | -14.14 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_10_streaming | RuntimeMs | FlinkRunner | 1559.86 | 1304.59 | -16.36 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_batch | RuntimeMs | DataflowRunner | 33895.82 | 29303.43 | -13.55 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_11_batch | RuntimeMs | DirectRunner | 5126.36 | 5532.0 | 7.91 |
[[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_11_batch | RuntimeMs | FlinkRunner | 580.14 | 442.86 | -23.66 |
[[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_11_batch | RuntimeMs | SparkRunner | 2963.5 | 1951.05 | -34.16 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_batch | RuntimeMs | SparkStructuredStreamingRunner | 2270.39 |
1863.82 | -17.91 | [[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_11_streaming | RuntimeMs | DataflowRunner | 120264.37 | 117261.1 |
-2.5 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_streaming | RuntimeMs | DirectRunner | 12791.19 | 11492.62 | -10.15
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_11_streaming | RuntimeMs | FlinkRunner | 2252.18 | 2196.95 | -2.45 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_batch | RuntimeMs | DataflowRunner | 20922.35 | 18148.39 | -13.26 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_12_batch | RuntimeMs | DirectRunner | 3560.21 | 3734.09 | 4.88 |
[[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_12_batch | RuntimeMs | FlinkRunner | 453.54 | 331.5 | -26.91 |
[[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_12_batch | RuntimeMs | SparkRunner | 1704.46 | 1170.68 | -31.32 |
[[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_12_batch | RuntimeMs | SparkStructuredStreamingRunner | 1785.0 |
1415.41 | -20.71 | [[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 | 75533.78 | 71152.88 | -5.8
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_12_streaming | RuntimeMs | DirectRunner | 11492.19 | 10262.29 | -10.7
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_12_streaming | RuntimeMs | FlinkRunner | 752.0 | 730.77 | -2.82 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_batch | RuntimeMs | DataflowRunner | 30632.29 | 29819.95 | -2.65 |
[[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_13_batch | RuntimeMs | DirectRunner | 3599.46 | 3580.59 | -0.52 |
[[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_13_batch | RuntimeMs | FlinkRunner | 857.39 | 712.18 | -16.94 |
[[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 | SparkRunner | 882.46 | 426.14 | -51.71 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_13_batch | RuntimeMs | SparkStructuredStreamingRunner | 2053.57 |
1669.45 | -18.7 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_13_sql_batch | RuntimeMs | DataflowRunner | 57551.56 | 49481.25 |
-14.02 | [[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_batch | RuntimeMs | DirectRunner | 8681.11 | 9521.0 | 9.67 |
[[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_13_sql_batch | RuntimeMs | FlinkRunner | 1948.5 | 1912.64 | -1.84 |
[[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_13_sql_batch | RuntimeMs | SparkRunner | 3147.18 | 3023.05 | -3.94 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 3317.41 |
2819.41 | -15.01 | [[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_13_sql_streaming | RuntimeMs | DataflowRunner | 38551.15 | 37990.55 |
-1.45 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_sql_streaming | RuntimeMs | DirectRunner | 38324.0 | 27291.1 |
-28.79 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_sql_streaming | RuntimeMs | FlinkRunner | 4238.18 | 3850.05 | -9.16
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | DataflowRunner | 26872.3 | 26763.29 | -0.41
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_13_streaming | RuntimeMs | DirectRunner | 15092.89 | 11440.14 | -24.2
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_13_streaming | RuntimeMs | FlinkRunner | 2727.5 | 2301.64 | -15.61 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | DataflowRunner | 60914.39 | 53467.14 | -12.23 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | DirectRunner | 4806.39 | 4883.14 | 1.6 |
[[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_14_batch | RuntimeMs | FlinkRunner | 936.11 | 825.73 | -11.79 |
[[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_14_batch | RuntimeMs | SparkRunner | 2225.39 | 1238.14 | -44.36 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_batch | RuntimeMs | SparkStructuredStreamingRunner | 2013.07 |
1645.64 | -18.25 | [[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_14_streaming | RuntimeMs | DataflowRunner | 114779.85 | 107346.19 |
-6.48 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_14_streaming | RuntimeMs | DirectRunner | 18328.15 | 13512.76 | -26.27
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_14_streaming | RuntimeMs | FlinkRunner | 1858.32 | 1367.73 | -26.4 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_15_batch | RuntimeMs | DataflowRunner | 48128.7 | 42904.97 | -10.85 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_15_batch | RuntimeMs | DirectRunner | 22317.75 | 23904.91 | 7.11 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_15_batch | RuntimeMs | FlinkRunner | 933.96 | 709.68 | -24.01 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_15_batch | RuntimeMs | SparkRunner | 2053.36 | 1527.14 | -25.63 |
[[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 | SparkStructuredStreamingRunner | 1805.86 |
1457.23 | -19.31 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_16_batch | RuntimeMs | DataflowRunner | 53025.36 | 47525.71 | -10.37 |
[[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_16_batch | RuntimeMs | DirectRunner | 125164.61 | 124777.45 | -0.31 |
[[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_16_batch | RuntimeMs | FlinkRunner | 654.46 | 499.82 | -23.63 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_16_batch | RuntimeMs | SparkRunner | 3143.61 | 2035.59 | -35.25 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_batch | RuntimeMs | SparkStructuredStreamingRunner | 1076.21 |
982.09 | -8.75 | [[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_16_streaming | RuntimeMs | DataflowRunner | 83851.0 | 73188.76 |
-12.72 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_streaming | RuntimeMs | DirectRunner | 180104.67 | 212971.19 |
18.25 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_16_streaming | RuntimeMs | FlinkRunner | 584.82 | 520.77 | -10.95 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | DataflowRunner | 23688.54 | 19906.68 | -15.96 |
[[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_batch | RuntimeMs | DirectRunner | 5105.86 | 4658.36 | -8.76 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | FlinkRunner | 783.5 | 569.64 | -27.3 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_batch | RuntimeMs | SparkRunner | 1029.43 | 812.55 | -21.07 |
[[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_1_batch | RuntimeMs | SparkStructuredStreamingRunner | 887.93 | 907.73
| 2.23 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_batch | RuntimeMs | DataflowRunner | 28371.52 | 25293.55 |
-10.85 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_batch | RuntimeMs | DirectRunner | 4844.67 | 4681.41 | -3.37 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_batch | RuntimeMs | FlinkRunner | 863.21 | 913.68 | 5.85 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_sql_batch | RuntimeMs | SparkRunner | 1478.57 | 1278.95 | -13.5 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1369.78 |
1060.09 | -22.61 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_1_sql_streaming | RuntimeMs | DataflowRunner | 22699.56 | 23933.73 |
5.44 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_sql_streaming | RuntimeMs | DirectRunner | 16615.96 | 12974.2 |
-21.92 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_1_sql_streaming | RuntimeMs | FlinkRunner | 1267.61 | 1264.57 | -0.24
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | DataflowRunner | 26526.48 | 26583.86 | 0.22
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | DirectRunner | 15490.89 | 10854.24 | -29.93
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_1_streaming | RuntimeMs | FlinkRunner | 1021.25 | 934.68 | -8.48 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | DataflowRunner | 16070.34 | 13200.94 | -17.86 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_batch | RuntimeMs | DirectRunner | 2093.07 | 1956.55 | -6.52 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_batch | RuntimeMs | FlinkRunner | 395.79 | 322.82 | -18.44 |
[[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_batch | RuntimeMs | SparkRunner | 710.43 | 453.73 | -36.13 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_batch | RuntimeMs | SparkStructuredStreamingRunner | 703.04 | 645.14
| -8.24 | [[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 | DataflowRunner | 19674.11 | 16876.7 | -14.22
| [[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_batch | RuntimeMs | DirectRunner | 2155.81 | 2077.68 | -3.62 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_batch | RuntimeMs | FlinkRunner | 516.43 | 550.64 | 6.62 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_2_sql_batch | RuntimeMs | SparkRunner | 1623.32 | 1205.68 | -25.73 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 1473.59 |
990.09 | -32.81 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_streaming | RuntimeMs | DataflowRunner | 15475.37 | 16029.59 |
3.58 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_streaming | RuntimeMs | DirectRunner | 9356.69 | 7966.7 | -14.86
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_sql_streaming | RuntimeMs | FlinkRunner | 710.39 | 667.95 | -5.97 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | DataflowRunner | 19640.09 | 16933.45 |
-13.78 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_2_streaming | RuntimeMs | DirectRunner | 9373.33 | 6894.81 | -26.44 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_2_streaming | RuntimeMs | FlinkRunner | 629.54 | 557.36 | -11.46 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_batch | RuntimeMs | DataflowRunner | 21581.0 | 18676.91 | -13.46 |
[[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_3_batch | RuntimeMs | DirectRunner | 5241.54 | 4846.45 | -7.54 |
[[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_3_batch | RuntimeMs | FlinkRunner | 2782.25 | 2044.09 | -26.53 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_3_batch | RuntimeMs | SparkRunner | 4793.0 | 3438.95 | -28.25 |
[[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_3_sql_batch | RuntimeMs | DataflowRunner | 24012.78 | 20731.4 | -13.67
| [[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_sql_batch | RuntimeMs | DirectRunner | 5270.07 | 5042.64 | -4.32 |
[[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_3_sql_batch | RuntimeMs | FlinkRunner | 2361.89 | 2315.95 | -1.94 |
[[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_sql_batch | RuntimeMs | SparkRunner | 6157.0 | 5282.18 | -14.21 |
[[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_sql_streaming | RuntimeMs | DataflowRunner | 35642.04 | 34292.45 |
-3.79 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_sql_streaming | RuntimeMs | DirectRunner | 11610.27 | 9973.85 |
-14.09 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_sql_streaming | RuntimeMs | FlinkRunner | 1844.5 | 1736.05 | -5.88 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DataflowRunner | 42633.83 | 38311.21 |
-10.14 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_3_streaming | RuntimeMs | DirectRunner | 13258.7 | 11308.52 | -14.71 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_3_streaming | RuntimeMs | FlinkRunner | 1173.11 | 964.18 | -17.81 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | DataflowRunner | 24686.32 | 21176.55 | -14.22 |
[[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | DirectRunner | 3693.75 | 3509.73 | -4.98 |
[[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_4_batch | RuntimeMs | FlinkRunner | 2088.14 | 1576.32 | -24.51 |
[[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_4_batch | RuntimeMs | SparkRunner | 2412.64 | 1901.82 | -21.17 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_4_batch | RuntimeMs | SparkStructuredStreamingRunner | 9193.21 |
7713.05 | -16.1 | [[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_4_streaming | RuntimeMs | DataflowRunner | 49674.33 | 48039.76 | -3.29
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | DirectRunner | 5196.89 | 3876.05 | -25.42 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_4_streaming | RuntimeMs | FlinkRunner | 1666.86 | 1309.36 | -21.45 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | DataflowRunner | 31125.16 | 26903.24 | -13.56 |
[[1]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_batch | RuntimeMs | DirectRunner | 15279.32 | 16190.86 | 5.97 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_5_batch | RuntimeMs | FlinkRunner | 1934.79 | 1583.55 | -18.15 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_5_batch | RuntimeMs | SparkRunner | 2868.96 | 2222.91 | -22.52 |
[[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_5_batch | RuntimeMs | SparkStructuredStreamingRunner | 3684.07 |
2839.59 | -22.92 | [[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_5_streaming | RuntimeMs | DataflowRunner | 124688.76 | 120975.05 |
-2.98 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | DirectRunner | 33238.07 | 29169.33 | -12.24
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_5_streaming | RuntimeMs | FlinkRunner | 2628.64 | 2236.41 | -14.92 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_batch | RuntimeMs | DataflowRunner | 26097.36 | 21935.0 | -15.95 |
[[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 | DirectRunner | 2538.32 | 2400.91 | -5.41 |
[[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_6_batch | RuntimeMs | FlinkRunner | 1100.61 | 696.09 | -36.75 |
[[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_6_batch | RuntimeMs | SparkRunner | 1494.54 | 1313.68 | -12.1 |
[[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 | 3864.71 |
3794.0 | -1.83 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_6_streaming | RuntimeMs | DataflowRunner | 34517.56 | 31343.86 | -9.19
| [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | DirectRunner | 3029.63 | 2561.86 | -15.44 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_6_streaming | RuntimeMs | FlinkRunner | 822.04 | 633.0 | -23.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_batch | RuntimeMs | DataflowRunner | 43058.29 | 40059.73 | -6.96 |
[[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_batch | RuntimeMs | DirectRunner | 24743.18 | 23391.59 | -5.46 |
[[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_batch | RuntimeMs | FlinkRunner | 1437.07 | 1158.73 | -19.37 |
[[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_7_batch | RuntimeMs | SparkRunner | 2383.61 | 1917.73 | -19.55 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_7_batch | RuntimeMs | SparkStructuredStreamingRunner | 2052.36 |
1939.14 | -5.52 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_7_sql_batch | RuntimeMs | DataflowRunner | 79483.67 | 71854.7 | -9.6 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_7_sql_batch | RuntimeMs | DirectRunner | 289858.7 | 279457.82 | -3.59
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_7_sql_batch | RuntimeMs | FlinkRunner | 4753.5 | 4619.5 | -2.82 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_7_sql_batch | RuntimeMs | SparkRunner | 10014.68 | 9150.64 | -8.63 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_7_sql_batch | RuntimeMs | SparkStructuredStreamingRunner | 12932.89 |
10183.0 | -21.26 | [[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_streaming | RuntimeMs | DataflowRunner | 800813.22 | 796088.05 |
-0.59 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | DirectRunner | 2082465.08 | 2659052.7 |
27.69 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_sql_streaming | RuntimeMs | FlinkRunner | 5550.5 | 4851.29 | -12.6 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_7_streaming | RuntimeMs | DataflowRunner | 68923.5 | 67353.86 | -2.28
| [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | DirectRunner | 1178574.07 | 921345.57 |
-21.83 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_7_streaming | RuntimeMs | FlinkRunner | 1818.14 | 1515.95 | -16.62 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | DataflowRunner | 23496.39 | 22472.57 | -4.36 |
[[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_8_batch | RuntimeMs | DirectRunner | 3174.93 | 2807.64 | -11.57 |
[[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)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_8_batch | RuntimeMs | FlinkRunner | 923.32 | 699.95 | -24.19 |
[[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_8_batch | RuntimeMs | SparkRunner | 2710.11 | 2092.18 | -22.8 |
[[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_batch | RuntimeMs | SparkStructuredStreamingRunner | 3818.71 |
3322.09 | -13.0 | [[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_8_streaming | RuntimeMs | DataflowRunner | 53149.7 | 53271.36 | 0.23 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | DirectRunner | 8898.96 | 7076.19 | -20.48 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_8_streaming | RuntimeMs | FlinkRunner | 675.29 | 502.82 | -25.54 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_batch | RuntimeMs | DataflowRunner | 23241.21 | 21066.82 | -9.36 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_9_batch | RuntimeMs | DirectRunner | 1797.89 | 1534.77 | -14.63 |
[[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_9_batch | RuntimeMs | FlinkRunner | 640.14 | 481.36 | -24.8 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_9_batch | RuntimeMs | SparkRunner | 1060.79 | 890.14 | -16.09 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
nexmark_9_batch | RuntimeMs | SparkStructuredStreamingRunner | 3038.86 |
2501.5 | -17.68 | [[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/f0Q6T0dGk)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk)
[[4]](http://metrics.beam.apache.org/d/8INnSY9Mz)
nexmark_9_streaming | RuntimeMs | DataflowRunner | 30222.85 | 30541.9 | 1.06 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_streaming | RuntimeMs | DirectRunner | 2131.3 | 1730.81 | -18.79 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mz)
[[2]](http://metrics.beam.apache.org/d/ahudA_zGz)
nexmark_9_streaming | RuntimeMs | FlinkRunner | 453.54 | 373.77 | -17.59 |
[[1]](http://metrics.beam.apache.org/d/ahudA_zGz)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mz)
tpcds_query10_Calcite_1GB | RuntimeMs | DataflowRunner | 416131.82 | 407493.24
| -2.08 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query10_Calcite_1GB | RuntimeMs | FlinkRunner | 45208.75 | 41607.55 |
-7.97 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query10_Calcite_1GB | RuntimeMs | SparkRunner | 64063.31 | 60906.56 |
-4.93 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query10_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
57682.39 | 50597.48 | -12.28 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query25_Calcite_1GB | RuntimeMs | DataflowRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query25_Calcite_1GB | RuntimeMs | FlinkRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query25_Calcite_1GB | RuntimeMs | SparkRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query25_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query26_Calcite_1GB | RuntimeMs | DataflowRunner | 394660.89 | 389834.86
| -1.22 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query26_Calcite_1GB | RuntimeMs | FlinkRunner | 25000.25 | 26511.86 |
6.05 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query26_Calcite_1GB | RuntimeMs | SparkRunner | 26328.85 | 24656.44 |
-6.35 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query26_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
28908.75 | 26598.24 | -7.99 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query29_Calcite_1GB | RuntimeMs | DataflowRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query29_Calcite_1GB | RuntimeMs | FlinkRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query29_Calcite_1GB | RuntimeMs | SparkRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query29_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query35_Calcite_1GB | RuntimeMs | DataflowRunner | 414104.64 | 406672.62
| -1.79 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query35_Calcite_1GB | RuntimeMs | FlinkRunner | 37565.32 | 34718.36 |
-7.58 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query35_Calcite_1GB | RuntimeMs | SparkRunner | 60606.38 | 55933.33 |
-7.71 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query35_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
47907.43 | 48836.86 | 1.94 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query38_Calcite_1GB | RuntimeMs | DataflowRunner | 386458.21 | 384155.86
| -0.6 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query38_Calcite_1GB | RuntimeMs | FlinkRunner | 25497.89 | 26013.86 |
2.02 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query38_Calcite_1GB | RuntimeMs | SparkRunner | 25286.35 | 22671.72 |
-10.34 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query38_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query3_Calcite_1GB | RuntimeMs | DataflowRunner | 370093.54 | 373184.71
| 0.84 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query3_Calcite_1GB | RuntimeMs | FlinkRunner | 45209.96 | 43279.09 |
-4.27 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query3_Calcite_1GB | RuntimeMs | SparkRunner | 43749.08 | 38857.67 |
-11.18 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query3_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
47775.82 | 50306.48 | 5.3 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query40_Calcite_1GB | RuntimeMs | DataflowRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query40_Calcite_1GB | RuntimeMs | FlinkRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query40_Calcite_1GB | RuntimeMs | SparkRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query40_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query42_Calcite_1GB | RuntimeMs | DataflowRunner | 359898.29 | 365134.43
| 1.45 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query42_Calcite_1GB | RuntimeMs | FlinkRunner | 21616.64 | 21599.95 |
-0.08 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query42_Calcite_1GB | RuntimeMs | SparkRunner | 22906.0 | 21087.56 |
-7.94 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query42_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
20848.11 | 19892.24 | -4.58 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query43_Calcite_1GB | RuntimeMs | DataflowRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query43_Calcite_1GB | RuntimeMs | FlinkRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query43_Calcite_1GB | RuntimeMs | SparkRunner | 0.0 | 0.0 | 0.0 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query43_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner | 0.0 |
0.0 | 0.0 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query52_Calcite_1GB | RuntimeMs | DataflowRunner | 358796.89 | 359214.29
| 0.12 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query52_Calcite_1GB | RuntimeMs | FlinkRunner | 21034.61 | 20161.14 |
-4.15 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query52_Calcite_1GB | RuntimeMs | SparkRunner | 21094.19 | 21535.06 |
2.09 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query52_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
23098.79 | 22703.0 | -1.71 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query55_Calcite_1GB | RuntimeMs | DataflowRunner | 385534.0 | 381036.19
| -1.17 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query55_Calcite_1GB | RuntimeMs | FlinkRunner | 20407.14 | 20935.77 |
2.59 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query55_Calcite_1GB | RuntimeMs | SparkRunner | 22283.12 | 20990.17 |
-5.8 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query55_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
23044.21 | 22328.0 | -3.11 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query69_Calcite_1GB | RuntimeMs | DataflowRunner | 436434.54 | 427632.29
| -2.02 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query69_Calcite_1GB | RuntimeMs | FlinkRunner | 35898.0 | 32449.95 |
-9.61 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query69_Calcite_1GB | RuntimeMs | SparkRunner | 59933.58 | 57500.56 |
-4.06 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query69_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
49287.0 | 46916.95 | -4.81 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query79_Calcite_1GB | RuntimeMs | DataflowRunner | 408318.43 | 398178.9
| -2.48 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query79_Calcite_1GB | RuntimeMs | FlinkRunner | 41386.86 | 38989.64 |
-5.79 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query79_Calcite_1GB | RuntimeMs | SparkRunner | 41419.85 | 42413.39 |
2.4 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query79_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
42096.82 | 43809.86 | 4.07 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query7_Calcite_1GB | RuntimeMs | DataflowRunner | 389335.96 | 390437.9 |
0.28 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query7_Calcite_1GB | RuntimeMs | FlinkRunner | 43271.5 | 44787.59 | 3.5
| [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query7_Calcite_1GB | RuntimeMs | SparkRunner | 45643.65 | 44670.0 |
-2.13 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query7_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
45824.25 | 51277.0 | 11.9 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | DataflowRunner | 375513.57 | 377850.57
| 0.62 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | FlinkRunner | 11298.43 | 10097.27 |
-10.63 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query83_Calcite_1GB | RuntimeMs | SparkRunner | 8625.96 | 8068.28 |
-6.47 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query83_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
10738.79 | 10745.0 | 0.06 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query84_Calcite_1GB | RuntimeMs | DataflowRunner | 375281.43 | 385831.95
| 2.81 | [[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query84_Calcite_1GB | RuntimeMs | FlinkRunner | 17754.18 | 16986.09 |
-4.33 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query84_Calcite_1GB | RuntimeMs | SparkRunner | 28065.27 | 29205.33 |
4.06 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query84_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
17599.32 | 17821.05 | 1.26 |
[[1]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query87_Calcite_1GB | RuntimeMs | DataflowRunner | 395033.82 | 391562.52
| -0.88 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query87_Calcite_1GB | RuntimeMs | FlinkRunner | 27351.46 | 23399.14 |
-14.45 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query87_Calcite_1GB | RuntimeMs | SparkRunner | 25263.15 | 23859.33 |
-5.56 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query87_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
23834.07 | 23885.19 | 0.21 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query93_Calcite_1GB | RuntimeMs | DataflowRunner | 394205.86 | 389133.71
| -1.29 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query93_Calcite_1GB | RuntimeMs | FlinkRunner | 41481.21 | 37093.32 |
-10.58 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query93_Calcite_1GB | RuntimeMs | SparkRunner | 57373.08 | 59442.17 |
3.61 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query93_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
39213.04 | 42451.81 | 8.26 |
[[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query96_Calcite_1GB | RuntimeMs | DataflowRunner | 376193.75 | 381089.52
| 1.3 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
tpcds_query96_Calcite_1GB | RuntimeMs | FlinkRunner | 33265.36 | 31611.73 |
-4.97 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mq)
tpcds_query96_Calcite_1GB | RuntimeMs | SparkRunner | 19848.35 | 20884.22 |
5.22 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[2]](http://metrics.beam.apache.org/d/tkqc0AdGk2)
[[3]](http://metrics.beam.apache.org/d/8INnSY9Mv)
tpcds_query96_Calcite_1GB | RuntimeMs | SparkStructuredStreamingRunner |
30649.18 | 31855.1 | 3.93 | [[1]](http://metrics.beam.apache.org/d/8INnSY9Mv)
[[2]](http://metrics.beam.apache.org/d/8INnSY9Mq)
[[3]](http://metrics.beam.apache.org/d/tkqc0AdGk2)