FAQ
Author: xuefu
Date: Thu Sep 25 14:39:02 2014
New Revision: 1627552

URL: http://svn.apache.org/r1627552
Log:
HIVE-8106: Enable vectorization for spark [spark branch] (Chinna via Xuefu)

Added:
     hive/branches/spark/ql/src/test/results/clientpositive/spark/vectorization_13.q.out
     hive/branches/spark/ql/src/test/results/clientpositive/spark/vectorized_shufflejoin.q.out
Modified:
     hive/branches/spark/itests/src/test/resources/testconfiguration.properties
     hive/branches/spark/ql/src/java/org/apache/hadoop/hive/ql/optimizer/physical/Vectorizer.java

Modified: hive/branches/spark/itests/src/test/resources/testconfiguration.properties
URL: http://svn.apache.org/viewvc/hive/branches/spark/itests/src/test/resources/testconfiguration.properties?rev=1627552&r1=1627551&r2=1627552&view=diff
==============================================================================
--- hive/branches/spark/itests/src/test/resources/testconfiguration.properties (original)
+++ hive/branches/spark/itests/src/test/resources/testconfiguration.properties Thu Sep 25 14:39:02 2014
@@ -547,4 +547,6 @@ spark.query.files=add_part_multiple.q \
    load_dyn_part12.q \
    load_dyn_part13.q \
    load_dyn_part14.q \
- load_dyn_part15.q
+ load_dyn_part15.q \
+ vectorization_13.q \
+ vectorized_shufflejoin.q

Modified: hive/branches/spark/ql/src/java/org/apache/hadoop/hive/ql/optimizer/physical/Vectorizer.java
URL: http://svn.apache.org/viewvc/hive/branches/spark/ql/src/java/org/apache/hadoop/hive/ql/optimizer/physical/Vectorizer.java?rev=1627552&r1=1627551&r2=1627552&view=diff
==============================================================================
--- hive/branches/spark/ql/src/java/org/apache/hadoop/hive/ql/optimizer/physical/Vectorizer.java (original)
+++ hive/branches/spark/ql/src/java/org/apache/hadoop/hive/ql/optimizer/physical/Vectorizer.java Thu Sep 25 14:39:02 2014
@@ -35,6 +35,7 @@ import org.apache.commons.logging.LogFac
  import org.apache.hadoop.hive.conf.HiveConf;
  import org.apache.hadoop.hive.ql.exec.*;
  import org.apache.hadoop.hive.ql.exec.mr.MapRedTask;
+import org.apache.hadoop.hive.ql.exec.spark.SparkTask;
  import org.apache.hadoop.hive.ql.exec.tez.TezTask;
  import org.apache.hadoop.hive.ql.exec.vector.VectorExtractOperator;
  import org.apache.hadoop.hive.ql.exec.vector.VectorExpressionDescriptor;
@@ -71,6 +72,7 @@ import org.apache.hadoop.hive.ql.plan.Op
  import org.apache.hadoop.hive.ql.plan.PartitionDesc;
  import org.apache.hadoop.hive.ql.plan.ReduceWork;
  import org.apache.hadoop.hive.ql.plan.SMBJoinDesc;
+import org.apache.hadoop.hive.ql.plan.SparkWork;
  import org.apache.hadoop.hive.ql.plan.TableDesc;
  import org.apache.hadoop.hive.ql.plan.TableScanDesc;
  import org.apache.hadoop.hive.ql.plan.TezWork;
@@ -308,6 +310,15 @@ public class Vectorizer implements Physi
              }
            }
          }
+ } else if (currTask instanceof SparkTask) {
+ SparkWork sparkWork = (SparkWork) currTask.getWork();
+ for (BaseWork baseWork : sparkWork.getAllWork()) {
+ if (baseWork instanceof MapWork) {
+ convertMapWork((MapWork) baseWork, false);
+ } else if (baseWork instanceof ReduceWork) {
+ convertReduceWork((ReduceWork) baseWork);
+ }
+ }
        }
        return null;
      }

Search Discussions

  • Xuefu at Sep 25, 2014 at 2:39 pm
    Added: hive/branches/spark/ql/src/test/results/clientpositive/spark/vectorized_shufflejoin.q.out
    URL: http://svn.apache.org/viewvc/hive/branches/spark/ql/src/test/results/clientpositive/spark/vectorized_shufflejoin.q.out?rev=1627552&view=auto
    ==============================================================================
    --- hive/branches/spark/ql/src/test/results/clientpositive/spark/vectorized_shufflejoin.q.out (added)
    +++ hive/branches/spark/ql/src/test/results/clientpositive/spark/vectorized_shufflejoin.q.out Thu Sep 25 14:39:02 2014
    @@ -0,0 +1,109 @@
    +PREHOOK: query: EXPLAIN SELECT COUNT(t1.cint), MAX(t2.cint), MIN(t1.cint), AVG(t1.cint+t2.cint)
    + FROM alltypesorc t1
    + JOIN alltypesorc t2 ON t1.cint = t2.cint
    +PREHOOK: type: QUERY
    +POSTHOOK: query: EXPLAIN SELECT COUNT(t1.cint), MAX(t2.cint), MIN(t1.cint), AVG(t1.cint+t2.cint)
    + FROM alltypesorc t1
    + JOIN alltypesorc t2 ON t1.cint = t2.cint
    +POSTHOOK: type: QUERY
    +STAGE DEPENDENCIES:
    + Stage-1 is a root stage
    + Stage-0 depends on stages: Stage-1
    +
    +STAGE PLANS:
    + Stage: Stage-1
    + Spark
    + Edges:
    + Reducer 2 <- Map 1 (GROUP SORT), Map 4 (GROUP SORT)
    + Reducer 3 <- Reducer 2 (GROUP)
    +#### A masked pattern was here ####
    + Vertices:
    + Map 1
    + Map Operator Tree:
    + TableScan
    + alias: t2
    + Statistics: Num rows: 12288 Data size: 377237 Basic stats: COMPLETE Column stats: NONE
    + Filter Operator
    + predicate: cint is not null (type: boolean)
    + Statistics: Num rows: 6144 Data size: 188618 Basic stats: COMPLETE Column stats: NONE
    + Reduce Output Operator
    + key expressions: cint (type: int)
    + sort order: +
    + Map-reduce partition columns: cint (type: int)
    + Statistics: Num rows: 6144 Data size: 188618 Basic stats: COMPLETE Column stats: NONE
    + Execution mode: vectorized
    + Map 4
    + Map Operator Tree:
    + TableScan
    + alias: t1
    + Statistics: Num rows: 12288 Data size: 377237 Basic stats: COMPLETE Column stats: NONE
    + Filter Operator
    + predicate: cint is not null (type: boolean)
    + Statistics: Num rows: 6144 Data size: 188618 Basic stats: COMPLETE Column stats: NONE
    + Reduce Output Operator
    + key expressions: cint (type: int)
    + sort order: +
    + Map-reduce partition columns: cint (type: int)
    + Statistics: Num rows: 6144 Data size: 188618 Basic stats: COMPLETE Column stats: NONE
    + Execution mode: vectorized
    + Reducer 2
    + Reduce Operator Tree:
    + Join Operator
    + condition map:
    + Inner Join 0 to 1
    + condition expressions:
    + 0 {KEY.reducesinkkey0}
    + 1 {KEY.reducesinkkey0}
    + outputColumnNames: _col2, _col17
    + Statistics: Num rows: 6758 Data size: 207479 Basic stats: COMPLETE Column stats: NONE
    + Select Operator
    + expressions: _col2 (type: int), _col17 (type: int)
    + outputColumnNames: _col2, _col17
    + Statistics: Num rows: 6758 Data size: 207479 Basic stats: COMPLETE Column stats: NONE
    + Group By Operator
    + aggregations: count(_col2), max(_col17), min(_col2), avg((_col2 + _col17))
    + mode: hash
    + outputColumnNames: _col0, _col1, _col2, _col3
    + Statistics: Num rows: 1 Data size: 16 Basic stats: COMPLETE Column stats: NONE
    + Reduce Output Operator
    + sort order:
    + Statistics: Num rows: 1 Data size: 16 Basic stats: COMPLETE Column stats: NONE
    + value expressions: _col0 (type: bigint), _col1 (type: int), _col2 (type: int), _col3 (type: struct<count:bigint,sum:double,input:int>)
    + Reducer 3
    + Reduce Operator Tree:
    + Group By Operator
    + aggregations: count(VALUE._col0), max(VALUE._col1), min(VALUE._col2), avg(VALUE._col3)
    + mode: mergepartial
    + outputColumnNames: _col0, _col1, _col2, _col3
    + Statistics: Num rows: 1 Data size: 24 Basic stats: COMPLETE Column stats: NONE
    + Select Operator
    + expressions: _col0 (type: bigint), _col1 (type: int), _col2 (type: int), _col3 (type: double)
    + outputColumnNames: _col0, _col1, _col2, _col3
    + Statistics: Num rows: 1 Data size: 24 Basic stats: COMPLETE Column stats: NONE
    + File Output Operator
    + compressed: false
    + Statistics: Num rows: 1 Data size: 24 Basic stats: COMPLETE Column stats: NONE
    + table:
    + input format: org.apache.hadoop.mapred.TextInputFormat
    + output format: org.apache.hadoop.hive.ql.io.HiveIgnoreKeyTextOutputFormat
    + serde: org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe
    +
    + Stage: Stage-0
    + Fetch Operator
    + limit: -1
    + Processor Tree:
    + ListSink
    +
    +PREHOOK: query: SELECT COUNT(t1.cint), MAX(t2.cint), MIN(t1.cint), AVG(t1.cint+t2.cint)
    + FROM alltypesorc t1
    + JOIN alltypesorc t2 ON t1.cint = t2.cint
    +PREHOOK: type: QUERY
    +PREHOOK: Input: default@alltypesorc
    +#### A masked pattern was here ####
    +POSTHOOK: query: SELECT COUNT(t1.cint), MAX(t2.cint), MIN(t1.cint), AVG(t1.cint+t2.cint)
    + FROM alltypesorc t1
    + JOIN alltypesorc t2 ON t1.cint = t2.cint
    +POSTHOOK: type: QUERY
    +POSTHOOK: Input: default@alltypesorc
    +#### A masked pattern was here ####
    +3152013 1073680599 -1073279343 9.375396162525452E8
  • Xuefu at Sep 25, 2014 at 2:39 pm
    Added: hive/branches/spark/ql/src/test/results/clientpositive/spark/vectorization_13.q.out
    URL: http://svn.apache.org/viewvc/hive/branches/spark/ql/src/test/results/clientpositive/spark/vectorization_13.q.out?rev=1627552&view=auto
    ==============================================================================
    --- hive/branches/spark/ql/src/test/results/clientpositive/spark/vectorization_13.q.out (added)
    +++ hive/branches/spark/ql/src/test/results/clientpositive/spark/vectorization_13.q.out Thu Sep 25 14:39:02 2014
    @@ -0,0 +1,3276 @@
    +PREHOOK: query: SELECT cboolean1,
    + ctinyint,
    + ctimestamp1,
    + cfloat,
    + cstring1,
    + (-(ctinyint)),
    + MAX(ctinyint),
    + ((-(ctinyint)) + MAX(ctinyint)),
    + SUM(cfloat),
    + (SUM(cfloat) * ((-(ctinyint)) + MAX(ctinyint))),
    + (-(SUM(cfloat))),
    + (79.553 * cfloat),
    + STDDEV_POP(cfloat),
    + (-(SUM(cfloat))),
    + STDDEV_POP(ctinyint),
    + (((-(ctinyint)) + MAX(ctinyint)) - 10.175),
    + (-((-(SUM(cfloat))))),
    + (-26.28 / (-((-(SUM(cfloat)))))),
    + MAX(cfloat),
    + ((SUM(cfloat) * ((-(ctinyint)) + MAX(ctinyint))) / ctinyint),
    + MIN(ctinyint)
    +FROM alltypesorc
    +WHERE (((cfloat < 3569)
    + AND ((10.175 >= cdouble)
    + AND (cboolean1 != 1)))
    + OR ((ctimestamp1 > -29071)
    + AND ((ctimestamp2 != -29071)
    + AND (ctinyint < 9763215.5639))))
    +GROUP BY cboolean1, ctinyint, ctimestamp1, cfloat, cstring1
    +PREHOOK: type: QUERY
    +PREHOOK: Input: default@alltypesorc
    +#### A masked pattern was here ####
    +POSTHOOK: query: SELECT cboolean1,
    + ctinyint,
    + ctimestamp1,
    + cfloat,
    + cstring1,
    + (-(ctinyint)),
    + MAX(ctinyint),
    + ((-(ctinyint)) + MAX(ctinyint)),
    + SUM(cfloat),
    + (SUM(cfloat) * ((-(ctinyint)) + MAX(ctinyint))),
    + (-(SUM(cfloat))),
    + (79.553 * cfloat),
    + STDDEV_POP(cfloat),
    + (-(SUM(cfloat))),
    + STDDEV_POP(ctinyint),
    + (((-(ctinyint)) + MAX(ctinyint)) - 10.175),
    + (-((-(SUM(cfloat))))),
    + (-26.28 / (-((-(SUM(cfloat)))))),
    + MAX(cfloat),
    + ((SUM(cfloat) * ((-(ctinyint)) + MAX(ctinyint))) / ctinyint),
    + MIN(ctinyint)
    +FROM alltypesorc
    +WHERE (((cfloat < 3569)
    + AND ((10.175 >= cdouble)
    + AND (cboolean1 != 1)))
    + OR ((ctimestamp1 > -29071)
    + AND ((ctimestamp2 != -29071)
    + AND (ctinyint < 9763215.5639))))
    +GROUP BY cboolean1, ctinyint, ctimestamp1, cfloat, cstring1
    +POSTHOOK: type: QUERY
    +POSTHOOK: Input: default@alltypesorc
    +#### A masked pattern was here ####
    +true -21 1969-12-31 16:00:00.826 -21.0 1cGVWH7n1QU 21 -21 0 -21.0 -0.0 21.0 -1670.6129999999998 0.0 21.0 0.0 -10.175 -21.0 1.2514285714285716 -21.0 0.0 -21
    +true 26 1969-12-31 16:00:14.341 26.0 1cGVWH7n1QU -26 26 0 26.0 0.0 -26.0 2068.3779999999997 0.0 -26.0 0.0 -10.175 26.0 -1.0107692307692309 26.0 0.0 26
    +NULL -62 1969-12-31 16:00:12.388 -62.0 NULL 62 -62 0 -62.0 -0.0 62.0 -4932.286 0.0 62.0 0.0 -10.175 -62.0 0.4238709677419355 -62.0 0.0 -62
    +NULL 26 1969-12-31 16:00:04.699 26.0 NULL -26 26 0 26.0 0.0 -26.0 2068.3779999999997 0.0 -26.0 0.0 -10.175 26.0 -1.0107692307692309 26.0 0.0 26
    +NULL -24 1969-12-31 16:00:07.302 -24.0 NULL 24 -24 0 -24.0 -0.0 24.0 -1909.272 0.0 24.0 0.0 -10.175 -24.0 1.095 -24.0 0.0 -24
    +true -10 1969-12-31 16:00:05.636 -10.0 1cGVWH7n1QU 10 -10 0 -10.0 -0.0 10.0 -795.53 0.0 10.0 0.0 -10.175 -10.0 2.628 -10.0 0.0 -10
    +NULL 41 1969-12-31 16:00:14.017 41.0 NULL -41 41 0 41.0 0.0 -41.0 3261.673 0.0 -41.0 0.0 -10.175 41.0 -0.6409756097560976 41.0 0.0 41
    +NULL 18 1969-12-31 16:00:02.295 18.0 NULL -18 18 0 18.0 0.0 -18.0 1431.954 0.0 -18.0 0.0 -10.175 18.0 -1.46 18.0 0.0 18
    +true 61 1969-12-31 16:00:05.394 61.0 cvLH6Eat2yFsyy7p -61 61 0 61.0 0.0 -61.0 4852.733 0.0 -61.0 0.0 -10.175 61.0 -0.4308196721311476 61.0 0.0 61
    +true 9 1969-12-31 16:00:11.544 9.0 1cGVWH7n1QU -9 9 0 9.0 0.0 -9.0 715.977 0.0 -9.0 0.0 -10.175 9.0 -2.92 9.0 0.0 9
    +NULL -41 1969-12-31 16:00:00.096 -41.0 NULL 41 -41 0 -41.0 -0.0 41.0 -3261.673 0.0 41.0 0.0 -10.175 -41.0 0.6409756097560976 -41.0 0.0 -41
    +true 52 1969-12-31 16:00:07.428 52.0 1cGVWH7n1QU -52 52 0 52.0 0.0 -52.0 4136.755999999999 0.0 -52.0 0.0 -10.175 52.0 -0.5053846153846154 52.0 0.0 52
    +NULL -51 1969-12-31 16:00:12.494 -51.0 NULL 51 -51 0 -51.0 -0.0 51.0 -4057.203 0.0 51.0 0.0 -10.175 -51.0 0.5152941176470588 -51.0 0.0 -51
    +NULL -18 1969-12-31 16:00:06.015 -18.0 NULL 18 -18 0 -18.0 -0.0 18.0 -1431.954 0.0 18.0 0.0 -10.175 -18.0 1.46 -18.0 0.0 -18
    +true -34 1969-12-31 16:00:15.254 -34.0 821UdmGbkEf4j 34 -34 0 -34.0 -0.0 34.0 -2704.8019999999997 0.0 34.0 0.0 -10.175 -34.0 0.7729411764705882 -34.0 0.0 -34
    +NULL 46 1969-12-31 16:00:00.259 46.0 NULL -46 46 0 46.0 0.0 -46.0 3659.438 0.0 -46.0 0.0 -10.175 46.0 -0.571304347826087 46.0 0.0 46
    +NULL -30 1969-12-31 16:00:12.935 -30.0 NULL 30 -30 0 -30.0 -0.0 30.0 -2386.59 0.0 30.0 0.0 -10.175 -30.0 0.876 -30.0 0.0 -30
    +true 34 1969-12-31 16:00:10.818 34.0 1cGVWH7n1QU -34 34 0 34.0 0.0 -34.0 2704.8019999999997 0.0 -34.0 0.0 -10.175 34.0 -0.7729411764705882 34.0 0.0 34
    +true -29 1969-12-31 16:00:03.586 -29.0 1cGVWH7n1QU 29 -29 0 -29.0 -0.0 29.0 -2307.037 0.0 29.0 0.0 -10.175 -29.0 0.9062068965517242 -29.0 0.0 -29
    +NULL 48 1969-12-31 16:00:15.512 48.0 NULL -48 48 0 48.0 0.0 -48.0 3818.544 0.0 -48.0 0.0 -10.175 48.0 -0.5475 48.0 0.0 48
    +NULL -21 1969-12-31 16:00:13.32 -21.0 NULL 21 -21 0 -21.0 -0.0 21.0 -1670.6129999999998 0.0 21.0 0.0 -10.175 -21.0 1.2514285714285716 -21.0 0.0 -21
    +true 15 1969-12-31 16:00:03.901 15.0 1cGVWH7n1QU -15 15 0 15.0 0.0 -15.0 1193.295 0.0 -15.0 0.0 -10.175 15.0 -1.752 15.0 0.0 15
    +NULL 53 1969-12-31 16:00:00.557 53.0 NULL -53 53 0 53.0 0.0 -53.0 4216.309 0.0 -53.0 0.0 -10.175 53.0 -0.4958490566037736 53.0 0.0 53
    +true -54 1969-12-31 16:00:01.64 -54.0 821UdmGbkEf4j 54 -54 0 -54.0 -0.0 54.0 -4295.862 0.0 54.0 0.0 -10.175 -54.0 0.4866666666666667 -54.0 0.0 -54
    +true -44 1969-12-31 16:00:05.272 -44.0 1cGVWH7n1QU 44 -44 0 -44.0 -0.0 44.0 -3500.332 0.0 44.0 0.0 -10.175 -44.0 0.5972727272727273 -44.0 0.0 -44
    +true 28 1969-12-31 16:00:02.779 28.0 1cGVWH7n1QU -28 28 0 28.0 0.0 -28.0 2227.484 0.0 -28.0 0.0 -10.175 28.0 -0.9385714285714286 28.0 0.0 28
    +NULL 47 1969-12-31 16:00:06.723 47.0 NULL -47 47 0 47.0 0.0 -47.0 3738.991 0.0 -47.0 0.0 -10.175 47.0 -0.5591489361702128 47.0 0.0 47
    +NULL 36 1969-12-31 16:00:00.865 36.0 NULL -36 36 0 36.0 0.0 -36.0 2863.908 0.0 -36.0 0.0 -10.175 36.0 -0.73 36.0 0.0 36
    +NULL 35 1969-12-31 16:00:09.892 35.0 NULL -35 35 0 35.0 0.0 -35.0 2784.355 0.0 -35.0 0.0 -10.175 35.0 -0.7508571428571429 35.0 0.0 35
    +NULL 55 1969-12-31 16:00:15.035 55.0 NULL -55 55 0 55.0 0.0 -55.0 4375.415 0.0 -55.0 0.0 -10.175 55.0 -0.47781818181818186 55.0 0.0 55
    +NULL -19 1969-12-31 16:00:08.607 -19.0 NULL 19 -19 0 -19.0 -0.0 19.0 -1511.507 0.0 19.0 0.0 -10.175 -19.0 1.3831578947368421 -19.0 0.0 -19
    +NULL -49 1969-12-31 16:00:09.473 -49.0 NULL 49 -49 0 -49.0 -0.0 49.0 -3898.0969999999998 0.0 49.0 0.0 -10.175 -49.0 0.5363265306122449 -49.0 0.0 -49
    +true 19 1969-12-31 16:00:03.827 19.0 cvLH6Eat2yFsyy7p -19 19 0 19.0 0.0 -19.0 1511.507 0.0 -19.0 0.0 -10.175 19.0 -1.3831578947368421 19.0 0.0 19
    +NULL 13 1969-12-31 16:00:09.387 13.0 NULL -13 13 0 13.0 0.0 -13.0 1034.1889999999999 0.0 -13.0 0.0 -10.175 13.0 -2.0215384615384617 13.0 0.0 13
    +NULL 42 1969-12-31 16:00:16.251 42.0 NULL -42 42 0 42.0 0.0 -42.0 3341.2259999999997 0.0 -42.0 0.0 -10.175 42.0 -0.6257142857142858 42.0 0.0 42
    +NULL 11 1969-12-31 16:00:15.338 11.0 NULL -11 11 0 11.0 0.0 -11.0 875.083 0.0 -11.0 0.0 -10.175 11.0 -2.389090909090909 11.0 0.0 11
    +NULL 39 1969-12-31 16:00:14.32 39.0 NULL -39 39 0 39.0 0.0 -39.0 3102.567 0.0 -39.0 0.0 -10.175 39.0 -0.6738461538461539 39.0 0.0 39
    +NULL 9 1969-12-31 16:00:00.945 9.0 NULL -9 9 0 9.0 0.0 -9.0 715.977 0.0 -9.0 0.0 -10.175 9.0 -2.92 9.0 0.0 9
    +NULL 44 1969-12-31 16:00:08.171 44.0 NULL -44 44 0 44.0 0.0 -44.0 3500.332 0.0 -44.0 0.0 -10.175 44.0 -0.5972727272727273 44.0 0.0 44
    +NULL 11 1969-12-31 16:00:07.204 11.0 NULL -11 11 0 11.0 0.0 -11.0 875.083 0.0 -11.0 0.0 -10.175 11.0 -2.389090909090909 11.0 0.0 11
    +true 16 1969-12-31 16:00:06.813 16.0 1cGVWH7n1QU -16 16 0 16.0 0.0 -16.0 1272.848 0.0 -16.0 0.0 -10.175 16.0 -1.6425 16.0 0.0 16
    +true 5 1969-12-31 16:00:13.612 5.0 cvLH6Eat2yFsyy7p -5 5 0 5.0 0.0 -5.0 397.765 0.0 -5.0 0.0 -10.175 5.0 -5.256 5.0 0.0 5
    +NULL -23 1969-12-31 16:00:06.243 -23.0 NULL 23 -23 0 -23.0 -0.0 23.0 -1829.719 0.0 23.0 0.0 -10.175 -23.0 1.142608695652174 -23.0 0.0 -23
    +NULL -35 1969-12-31 16:00:12.959 -35.0 NULL 35 -35 0 -35.0 -0.0 35.0 -2784.355 0.0 35.0 0.0 -10.175 -35.0 0.7508571428571429 -35.0 0.0 -35
    +NULL 22 1969-12-31 16:00:15.715 22.0 NULL -22 22 0 22.0 0.0 -22.0 1750.166 0.0 -22.0 0.0 -10.175 22.0 -1.1945454545454546 22.0 0.0 22
    +NULL -3 1969-12-31 16:00:00.02 -3.0 NULL 3 -3 0 -3.0 -0.0 3.0 -238.659 0.0 3.0 0.0 -10.175 -3.0 8.76 -3.0 0.0 -3
    +true 33 1969-12-31 16:00:10.724 33.0 1cGVWH7n1QU -33 33 0 33.0 0.0 -33.0 2625.249 0.0 -33.0 0.0 -10.175 33.0 -0.7963636363636364 33.0 0.0 33
    +NULL 56 1969-12-31 16:00:00.909 56.0 NULL -56 56 0 56.0 0.0 -56.0 4454.968 0.0 -56.0 0.0 -10.175 56.0 -0.4692857142857143 56.0 0.0 56
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