Parameters¶
start analysis cluster and run¶
Setting default log level to "WARN". To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).
24/12/06 05:53:36 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable
24/12/06 05:53:37 WARN DomainSocketFactory: The short-circuit local reads feature cannot be used because libhadoop cannot be loaded. 24/12/06 05:53:37 WARN Client: Neither spark.yarn.jars nor spark.yarn.archive is set, falling back to uploading libraries under SPARK_HOME.
/home/sparkuser/spark/python/pyspark/sql/context.py:112: FutureWarning: Deprecated in 3.0.0. Use SparkSession.builder.getOrCreate() instead. warnings.warn(
Sparklog¶
Content¶
Self app info¶
load data /sr213/application_1733153225851_0048/app.log
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| appid | application_1733153225851_0048 |
| executor.instances | 4 |
| executor.cores | 4 |
| shuffle.partitions | 32 |
| batch size | 4,096 |
| real executors | 4 |
| Failed Tasks | |
| Speculative Tasks | 0 |
| Speculative Killed Tasks | 0 |
| Speculative Stage | 0 |
| runtime | 17.65 |
| disk spilled | 0.0 |
| memspilled | 0.0 |
| local_read | 0.0 |
| remote_read | 0.0 |
| shuffle_write | 0.0 |
| task run time | 6.79 |
| ser_time | 0.0 |
| f_wait_time | 0.0 |
| gc_time | 0.03 |
| input read | 22.54 |
| acc_task_time | 13.99 |
| file read size | 5,951.35 |
| file write size | 24.52 |
| disk read size | 5.05 |
| disk write size | 15.31 |
| disk cancel size | 0.0 |
{'appid': 'application_1733153225851_0048',
'executor.instances': 4,
'executor.cores': 4,
'shuffle.partitions': 32,
'batch size': 4096,
'real executors': 4,
'Failed Tasks': '',
'Speculative Tasks': 0,
'Speculative Killed Tasks': 0,
'Speculative Stage': 0,
'runtime': 17.65,
'disk spilled': 0.0,
'memspilled': 0.0,
'local_read': 0.0,
'remote_read': 0.0,
'shuffle_write': 0.0,
'task run time': 6.79,
'ser_time': 0.0,
'f_wait_time': 0.0,
'gc_time': 0.03,
'input read': 22.54,
'acc_task_time': 13.99,
'file read size': 5951.35,
'file write size': 24.52,
'disk read size': 5.05,
'disk write size': 15.31,
'disk cancel size': 0.0}
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/sr213/application_1733153225851_0048/sr217/emon.parquet is not found, trying to load data ...
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sar metric
| application_1733153225851_0048 | |
|---|---|
| runtime | 17.650000 |
| disk spilled | 0.000000 |
| shuffle_write | 0.000000 |
| f_wait_time | 0.000000 |
| input read | 22.540000 |
| acc_task_time | 13.990000 |
| output rows | 1.180000 |
| %user>90% | 0.931034 |
| %kernel>10% | 0.965517 |
| %iowait>10% | 0.620690 |
| avg %user | 41.216207 |
| avg %system | 4.514138 |
| avg %iowait | 0.743793 |
| avg disk util | 32.206897 |
| time more than 90% | 0.000000 |
| total read (G) | 5.388613 |
| total write (G) | 1.121773 |
| avg read bw (MB/s) | 190.273771 |
| avg write bw (MB/s) | 39.610183 |
| read bw %75 | 411.578125 |
| read bw %95 | 484.542969 |
| read bw max | 510.351562 |
| time_rd_morethan_95 | 0.034483 |
| write bw %75 | 1.074219 |
| write bw %95 | 165.687500 |
| write bw max | 812.511719 |
| time_wr_morethan_95 | 0.034483 |
| cached mean | 93.896552 |
| cached 75% | 145.000000 |
| cached max | 188.000000 |
| used mean | 834.000000 |
| used 75% | 852.000000 |
| used max | 859.000000 |
| rx MB/s 75% | 0.000000 |
| rx MB/s 95% | 0.000000 |
| rx MB/s 99% | 0.000000 |
| pgin mean | 190.206897 |
| pgin 75% | 412.000000 |
| pgin max | 509.000000 |
| pgout mean | 40.965517 |
| pgout 75% | 1.000000 |
| pgout max | 840.000000 |
| fault mean | 117653.310345 |
| fault 75% | 205151.000000 |
| fault max | 256538.000000 |
| cpu%_avg | 0.448817 |
| cpu freq_avg | 3241.915617 |
| pathlength_sum | 1933.000000 |
| ipc_avg | 1.137983 |
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DEV in ('nvme0n1')
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{'sr217': 200}
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gluten tpch_power 6600a1
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application_1733153225851_0048
query time
| runtime | disk spilled | memspilled | local_read | remote_read | shuffle_write | deser_time | run_time | ser_time | f_wait_time | gc_time | peak_mem | queryid | input read | acc_task_time | stages | output rows | executors | core/exec | task.cpus | parallelism | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| real_queryid | |||||||||||||||||||||
| 1 | 17.650000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.200000 | 6.790000 | 0.000000 | 0.000000 | 0.030000 | 1.340000 | 8 | 22.540000 | 13.990000 | [ 8 10 12 15] | 1.180000 | 4 | 4 | 1 | 32 |
operator count
| 0 | 1 | |
|---|---|---|
| AQEShuffleRead | 0 | 2 |
| AdaptiveSparkPlan | 0 | 1 |
| ColumnarExchange | 0 | 2 |
| FilterExecTransformer | 0 | 1 |
| FlushableHashAggregateExecTransformer | 0 | 1 |
| InputAdapter | 0 | 2 |
| InputIteratorTransformer | 0 | 2 |
| ProjectExecTransformer | 0 | 2 |
| RegularHashAggregateExecTransformer | 0 | 1 |
| Scan parquet | 0 | 1 |
| ShuffleQueryStage | 0 | 2 |
| SortExecTransformer | 0 | 1 |
| VeloxColumnarToRow | 0 | 1 |
| VeloxResizeBatches | 0 | 2 |
operator input row count
| 1 | |
|---|---|
| ColumnarExchange | 0.000000 |
| VeloxResizeBatches | 0.000000 |
operator output row count
| 1 | |
|---|---|
| ColumnarExchange | 0.000000 |
| FlushableHashAggregateExecTransformer | 0.000000 |
| InputIteratorTransformer | 0.000000 |
| ProjectExecTransformer | 591.600000 |
| RegularHashAggregateExecTransformer | 0.000000 |
| Scan parquet | 591.600000 |
| SortExecTransformer | 0.000000 |
| VeloxColumnarToRow | 0.000000 |
| VeloxResizeBatches | 0.000000 |
| 0 | |
|---|---|
| 44%_time of scan and filter | 7.53 |
| 36%_time of project | 6.13 |
| 16%_not_counted | 2.69 |
| 3%_idle | 0.55 |
| 0%_time of input iterator | 0.06 |
| 0%_time of aggregation | 0.03 |
| 0%_time to append / split batches | 0.00 |
| 0%_time of rowConstruction | 0.00 |
| 0%_time to split | 0.00 |
| 0%_time to deserialize | 0.00 |
| 0%_time of sort | 0.00 |
| 0%_time of extraction | 0.00 |
| 0%_shuffle write time | 0.00 |
| 0%_time to convert | 0.00 |
| 0%_time to compress | 0.00 |
| 0%_time to spill | 0.00 |
| 0%_time to decompress | 0.00 |
Compare to vanilla¶
load data /sr213/application_1733153225851_0029/app.log
emon metric
[Stage 1319:> (0 + 3) / 3]
[Stage 1319:==================> (1 + 2) / 3]
sar metric
time breakdown
| application_1733153225851_0029 | application_1733153225851_0048 | diff | |
|---|---|---|---|
| runtime | 132.14 | 17.65 | 648.67% |
| shuffle_write | 0.00 | 0.00 | 0.00% |
| f_wait_time | 0.00 | 0.00 | 0.00% |
| input read | 22.54 | 22.54 | 0.00% |
| acc_task_time | 128.01 | 13.99 | 815.01% |
| output rows | 1.79 | 1.18 | 51.69% |
| %user>90% | 0.99 | 0.93 | 5.91% |
| %kernel>10% | 0.99 | 0.97 | 2.85% |
| %iowait>10% | 0.31 | 0.62 | -49.30% |
| avg %user | 82.11 | 41.22 | 99.21% |
| avg %system | 6.10 | 4.51 | 35.11% |
| avg %iowait | 0.17 | 0.74 | -76.60% |
| avg disk util | 7.13 | 32.21 | -77.85% |
| time more than 90% | 0.00 | 0.00 | 0.00% |
| total read (G) | 5.24 | 5.39 | -2.75% |
| total write (G) | 0.02 | 1.12 | -97.81% |
| avg read bw (MB/s) | 37.52 | 190.27 | -80.28% |
| avg write bw (MB/s) | 0.18 | 39.61 | -99.55% |
| read bw %75 | 59.27 | 411.58 | -85.60% |
| read bw %95 | 173.05 | 484.54 | -64.29% |
| read bw max | 236.70 | 510.35 | -53.62% |
| time_rd_morethan_95 | 0.05 | 0.03 | 41.96% |
| write bw %75 | 0.07 | 1.07 | -93.45% |
| write bw %95 | 1.23 | 165.69 | -99.25% |
| write bw max | 1.70 | 812.51 | -99.79% |
| time_wr_morethan_95 | 0.00 | 0.03 | -100.00% |
| cached mean | 88.33 | 93.90 | -5.93% |
| cached 75% | 132.00 | 145.00 | -8.97% |
| cached max | 160.00 | 188.00 | -14.89% |
| used mean | 2,060.73 | 834.00 | 147.09% |
| used 75% | 2,343.00 | 852.00 | 175.00% |
| used max | 2,346.00 | 859.00 | 173.11% |
| rx MB/s 75% | 0.00 | 0.00 | 0.00% |
| rx MB/s 95% | 0.00 | 0.00 | 0.00% |
| rx MB/s 99% | 0.00 | 0.00 | 0.00% |
| pgin mean | 37.37 | 190.21 | -80.35% |
| pgin 75% | 59.00 | 412.00 | -85.68% |
| pgin max | 352.00 | 509.00 | -30.84% |
| pgout mean | 0.13 | 40.97 | -99.68% |
| pgout 75% | 0.00 | 1.00 | -100.00% |
| pgout max | 2.00 | 840.00 | -99.76% |
| fault mean | 952,586.87 | 117,653.31 | 709.66% |
| fault 75% | 1,426,717.00 | 205,151.00 | 595.45% |
| fault max | 2,628,392.00 | 256,538.00 | 924.56% |
| cpu%_avg | 0.88 | 0.45 | 96.45% |
| cpu freq_avg | 3,460.22 | 3,241.92 | 6.73% |
| pathlength_sum | 17,960.00 | 1,933.00 | 829.13% |
| ipc_avg | 1.27 | 1.14 | 11.30% |
| runtime | shuffle_write | f_wait_time | input read | acc_task_time | output rows | |
|---|---|---|---|---|---|---|
| real_queryid | ||||||
| 1 |
132.14
17.65
648.67%
|
0.00
0.00
nan%
|
0.00
0.00
nan%
|
22.54
22.54
0.00%
|
128.01
13.99
815.01%
|
1.79
1.18
51.69%
|
| sr217 | agg | |
|---|---|---|
| 0 | ||
| %user>90% |
0.99
0.93
5.91%
|
0.99
0.93
5.91%
|
| %kernel>10% |
0.99
0.97
2.85%
|
0.99
0.97
2.85%
|
| %iowait>10% |
0.31
0.62
-49.30%
|
0.31
0.62
-49.30%
|
| avg %user |
82.11
41.22
99.21%
|
82.11
41.22
99.21%
|
| avg %system |
6.10
4.51
35.11%
|
6.10
4.51
35.11%
|
| avg %iowait |
0.17
0.74
-76.60%
|
0.17
0.74
-76.60%
|
| avg disk util |
7.13
32.21
-77.85%
|
7.13
32.21
-77.85%
|
| time more than 90% |
0.00
0.00
nan%
|
0.00
0.00
nan%
|
| total read (G) |
5.24
5.39
-2.75%
|
5.24
5.39
-2.75%
|
| total write (G) |
0.02
1.12
-97.81%
|
0.02
1.12
-97.81%
|
| avg read bw (MB/s) |
37.52
190.27
-80.28%
|
37.52
190.27
-80.28%
|
| avg write bw (MB/s) |
0.18
39.61
-99.55%
|
0.18
39.61
-99.55%
|
| read bw %75 |
59.27
411.58
-85.60%
|
59.27
411.58
-85.60%
|
| read bw %95 |
173.05
484.54
-64.29%
|
173.05
484.54
-64.29%
|
| read bw max |
236.70
510.35
-53.62%
|
236.70
510.35
-53.62%
|
| time_rd_morethan_95 |
0.05
0.03
41.96%
|
0.05
0.03
41.96%
|
| write bw %75 |
0.07
1.07
-93.45%
|
0.07
1.07
-93.45%
|
| write bw %95 |
1.23
165.69
-99.25%
|
1.23
165.69
-99.25%
|
| write bw max |
1.70
812.51
-99.79%
|
1.70
812.51
-99.79%
|
| time_wr_morethan_95 |
0.00
0.03
-100.00%
|
0.00
0.03
-100.00%
|
| cached mean |
88.33
93.90
-5.93%
|
88.33
93.90
-5.93%
|
| cached 75% |
132.00
145.00
-8.97%
|
132.00
145.00
-8.97%
|
| cached max |
160.00
188.00
-14.89%
|
160.00
188.00
-14.89%
|
| used mean |
2,060.73
834.00
147.09%
|
2,060.73
834.00
147.09%
|
| used 75% |
2,343.00
852.00
175.00%
|
2,343.00
852.00
175.00%
|
| used max |
2,346.00
859.00
173.11%
|
2,346.00
859.00
173.11%
|
| rx MB/s 75% |
0.00
0.00
nan%
|
0.00
0.00
nan%
|
| rx MB/s 95% |
0.00
0.00
nan%
|
0.00
0.00
nan%
|
| rx MB/s 99% |
0.00
0.00
nan%
|
0.00
0.00
nan%
|
| pgin mean |
37.37
190.21
-80.35%
|
37.37
190.21
-80.35%
|
| pgin 75% |
59.00
412.00
-85.68%
|
59.00
412.00
-85.68%
|
| pgin max |
352.00
509.00
-30.84%
|
352.00
509.00
-30.84%
|
| pgout mean |
0.13
40.97
-99.68%
|
0.13
40.97
-99.68%
|
| pgout 75% |
0.00
1.00
-100.00%
|
0.00
1.00
-100.00%
|
| pgout max |
2.00
840.00
-99.76%
|
2.00
840.00
-99.76%
|
| fault mean |
952,586.87
117,653.31
709.66%
|
952,586.87
117,653.31
709.66%
|
| fault 75% |
1,426,717.00
205,151.00
595.45%
|
1,426,717.00
205,151.00
595.45%
|
| fault max |
2,628,392.00
256,538.00
924.56%
|
2,628,392.00
256,538.00
924.56%
|
| client | sr217 | agg |
|---|---|---|
| cpu%_avg |
0.88
0.45
96.45%
|
0.88
0.45
96.45%
|
| cpu freq_avg |
3,460.22
3,241.92
6.73%
|
3,460.22
3,241.92
6.73%
|
| pathlength_sum |
17,960.00
1,933.00
829.13%
|
17,960.00
1,933.00
829.13%
|
| ipc_avg |
1.27
1.14
11.30%
|
1.27
1.14
11.30%
|
|
|
Config compare¶
| 0851_0048 | 0851_0029 | comp | |
|---|---|---|---|
| callSite.short | collect at /tmp/ipykernel_265482/1936321720.py:117 | collect at /tmp/ipykernel_234307/1936321720.py:117 | False |
| spark.app.submitTime | 1733464301669 | 1733457038427 | False |
| spark.executor.extraClassPath | file:///data0/home/sparkuser/jars/6600a164407ae0e4f5ea5b33dc4b902f23a27730/gluten-velox-bundle-spark3.3_2.12-centos_7_x86_64-1.3.0-snapshot.jar | False | |
| spark.executor.extraJavaOptions | -xx:+ignoreunrecognizedvmoptions --add-opens=java.base/java.lang=all-unnamed --add-opens=java.base/java.lang.invoke=all-unnamed --add-opens=java.base/java.lang.reflect=all-unnamed --add-opens=java.base/java.io=all-unnamed --add-opens=java.base/java.net=all-unnamed --add-opens=java.base/java.nio=all-unnamed --add-opens=java.base/java.util=all-unnamed --add-opens=java.base/java.util.concurrent=all-unnamed --add-opens=java.base/java.util.concurrent.atomic=all-unnamed --add-opens=java.base/sun.nio.ch=all-unnamed --add-opens=java.base/sun.nio.cs=all-unnamed --add-opens=java.base/sun.security.action=all-unnamed --add-opens=java.base/sun.util.calendar=all-unnamed --add-opens=java.security.jgss/sun.security.krb5=all-unnamed -xx:+useparalleloldgc -xx:parallelgcthreads=2 -xx:newratio=1 -xx:survivorratio=1 -xx:+usecompressedoops -verbose:gc -xx:+printgcdetails -xx:+printgctimestamps -xx:errorfile=/home/sparkuser/logs/java/hs_err_pid%p.log | -xx:+ignoreunrecognizedvmoptions --add-opens=java.base/java.lang=all-unnamed --add-opens=java.base/java.lang.invoke=all-unnamed --add-opens=java.base/java.lang.reflect=all-unnamed --add-opens=java.base/java.io=all-unnamed --add-opens=java.base/java.net=all-unnamed --add-opens=java.base/java.nio=all-unnamed --add-opens=java.base/java.util=all-unnamed --add-opens=java.base/java.util.concurrent=all-unnamed --add-opens=java.base/java.util.concurrent.atomic=all-unnamed --add-opens=java.base/sun.nio.ch=all-unnamed --add-opens=java.base/sun.nio.cs=all-unnamed --add-opens=java.base/sun.security.action=all-unnamed --add-opens=java.base/sun.util.calendar=all-unnamed --add-opens=java.security.jgss/sun.security.krb5=all-unnamed -xx:+useparalleloldgc -xx:parallelgcthreads=2 -xx:newratio=1 -xx:survivorratio=1 -xx:+usecompressedoops -verbose:gc -xx:+printgcdetails -xx:+printgctimestamps -xx:errorfile=/data0/home/sparkuser/logs/java/hs_err_pid%p.log | False |
| spark.executor.memory | 10944m | 29184m | False |
| spark.gluten.memory.conservative.task.offHeap.size.in.bytes | 10041163776 | NaN | False |
| spark.gluten.memory.dynamic.offHeap.sizing.enabled | false | NaN | False |
| spark.gluten.memory.offHeap.size.in.bytes | 80329310208 | NaN | False |
| spark.gluten.memory.overAcquiredMemoryRatio | 0 | NaN | False |
| spark.gluten.memory.task.offHeap.size.in.bytes | 20082327552 | NaN | False |
| spark.gluten.memoryOverhead.size.in.bytes | 1073741824 | NaN | False |
| spark.gluten.numTaskSlotsPerExecutor | 4 | NaN | False |
| spark.gluten.sql.columnar.backend.lib | velox | NaN | False |
| spark.gluten.sql.columnar.coalesce.batches | true | NaN | False |
| spark.gluten.sql.columnar.forceshuffledhashjoin | true | NaN | False |
| spark.gluten.sql.columnar.maxBatchSize | 4096 | NaN | False |
| spark.gluten.sql.columnar.shuffle.codec | lz4 | NaN | False |
| spark.gluten.sql.columnar.shuffle.codecBackend | NaN | False | |
| spark.gluten.sql.session.timeZone.default | etc/utc | NaN | False |
| spark.memory.offHeap.size | 80329310208 | 58368m | False |
| spark.plugins | org.apache.gluten.glutenplugin | NaN | False |
| spark.repl.class.outputDir | /tmp/tmpypqh85b0 | /tmp/tmpynceqaxd | False |
| spark.repl.class.uri | spark://sr213:40521/classes | spark://sr213:34951/classes | False |
| spark.shuffle.manager | org.apache.spark.shuffle.sort.columnarshufflemanager | NaN | False |
| spark.sql.adaptive.customCostEvaluatorClass | org.apache.spark.sql.execution.adaptive.glutencostevaluator | NaN | False |
| spark.sql.extensions | org.apache.gluten.extension.glutensessionextensions | NaN | False |
| spark.sql.files.maxPartitionBytes | 4g | NaN | False |
| spark.sql.shuffle.partitions | 32 | 64 | False |