Qifan Chen has uploaded a new patch set (#16). ( 
http://gerrit.cloudera.org:8080/17075 )

Change subject: IMPALA-10494: Making use of the min/max column stats to improve 
min/max filters
......................................................................

IMPALA-10494: Making use of the min/max column stats to improve min/max filters

This patch adds the functionality to compute the minimal and
the maximal value for a column of type integers, float or double
for parquet tables, and to make use of the new stats to discard
the min/max filters whose coverage are too close to the actual
range.

The computation and dislay of the new column min/max stats can be
controlled by two new Boolean query options (default to false):
  1. compute_column_minmax_stats
  2. show_column_minmax_stats

When enabled, two new columns 'Min' and 'Max' are added in the output
of the show column command as shown below.

set show_column_minmax_stats=true;
show column stats tpcds_parquet.store_sales;
+-----------------------+--------------+-...-------+---------+---------+
| Column                | Type         |   #Falses | Min     | Max     |
+-----------------------+--------------+-...-------+---------+---------+
| ss_sold_time_sk       | INT          |   -1      | 28800   | 75599   |
| ss_item_sk            | BIGINT       |   -1      | 1       | 18000   |
| ss_customer_sk        | INT          |   -1      | 1       | 100000  |
| ss_cdemo_sk           | INT          |   -1      | 15      | 1920797 |
| ss_hdemo_sk           | INT          |   -1      | 1       | 7200    |
| ss_addr_sk            | INT          |   -1      | 1       | 50000   |
| ss_store_sk           | INT          |   -1      | 1       | 10      |
| ss_promo_sk           | INT          |   -1      | 1       | 300     |
| ss_ticket_number      | BIGINT       |   -1      | 1       | 240000  |
| ss_quantity           | INT          |   -1      | 1       | 100     |
| ss_wholesale_cost     | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_list_price         | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_sales_price        | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_ext_discount_amt   | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_ext_sales_price    | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_ext_wholesale_cost | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_ext_list_price     | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_ext_tax            | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_coupon_amt         | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_net_paid           | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_net_paid_inc_tax   | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_net_profit         | DECIMAL(7,2) |   -1      | -1      | -1      |
| ss_sold_date_sk       | INT          |   -1      | 2450816 | 2452642 |
+-----------------------+--------------+-...-------+---------+---------+

Only the min/max values for non-partition columns are stored in HMS.
The min/max values for partition columns are computed in coordinator.

The min-max filters, in C++ class or protobuf form, are augmented to
deal with the always true state better. Once always true is set, the min
and max in the filter is no longer populated.

Testing:
 - Added new compute/show stats tests for integers, float and double
   column data types in compute-stats-column-minmax.test;
 - Added new tests in overlap_min_max_filters.test to demonstrate the
   usefulness of column stats to quickly disable useless filters;
 - Added tests in min-max-filter-test.cc to demonstrate method Or(),
   ToProtobuf() and constructor can deal with always true flag well.
 - core tests.

TODO:
 1. Test compute stats for timestamp and date columns;

Change-Id: I08581b44419bb8da5940cbf98502132acd1c86df
---
M be/src/exec/catalog-op-executor.cc
M be/src/exec/filter-context.cc
M be/src/exec/filter-context.h
M be/src/exec/hdfs-scanner.h
M be/src/exec/incr-stats-util-test.cc
M be/src/exec/incr-stats-util.cc
M be/src/exec/incr-stats-util.h
M be/src/exec/parquet/hdfs-parquet-scanner.cc
M be/src/exec/parquet/hdfs-parquet-scanner.h
M be/src/exec/partitioned-hash-join-builder.cc
M be/src/service/hs2-util.cc
M be/src/service/hs2-util.h
M be/src/service/query-options.cc
M be/src/service/query-options.h
M be/src/util/min-max-filter-test.cc
M be/src/util/min-max-filter.cc
M be/src/util/min-max-filter.h
M common/thrift/CatalogObjects.thrift
M common/thrift/Frontend.thrift
M common/thrift/ImpalaInternalService.thrift
M common/thrift/ImpalaService.thrift
M common/thrift/PlanNodes.thrift
M fe/src/main/java/org/apache/impala/analysis/ComputeStatsStmt.java
M fe/src/main/java/org/apache/impala/analysis/ShowStatsStmt.java
M fe/src/main/java/org/apache/impala/catalog/ColumnStats.java
M fe/src/main/java/org/apache/impala/catalog/HdfsFileFormat.java
M fe/src/main/java/org/apache/impala/catalog/HdfsTable.java
M fe/src/main/java/org/apache/impala/planner/RuntimeFilterGenerator.java
M fe/src/main/java/org/apache/impala/service/CatalogOpExecutor.java
M fe/src/main/java/org/apache/impala/service/Frontend.java
M fe/src/main/java/org/apache/impala/service/JniFrontend.java
M fe/src/main/java/org/apache/impala/util/MetaStoreUtil.java
A 
testdata/workloads/functional-query/queries/QueryTest/compute-stats-column-minmax.test
M 
testdata/workloads/functional-query/queries/QueryTest/overlap_min_max_filters.test
M tests/metadata/test_compute_stats.py
35 files changed, 1,084 insertions(+), 108 deletions(-)


  git pull ssh://gerrit.cloudera.org:29418/Impala-ASF refs/changes/75/17075/16
--
To view, visit http://gerrit.cloudera.org:8080/17075
To unsubscribe, visit http://gerrit.cloudera.org:8080/settings

Gerrit-Project: Impala-ASF
Gerrit-Branch: master
Gerrit-MessageType: newpatchset
Gerrit-Change-Id: I08581b44419bb8da5940cbf98502132acd1c86df
Gerrit-Change-Number: 17075
Gerrit-PatchSet: 16
Gerrit-Owner: Qifan Chen <qc...@cloudera.com>
Gerrit-Reviewer: Impala Public Jenkins <impala-public-jenk...@cloudera.com>
Gerrit-Reviewer: Qifan Chen <qc...@cloudera.com>

Reply via email to