[GitHub] [carbondata] xubo245 commented on a change in pull request #3275: [CARBONDATA-3425]Added documentation for mv

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[GitHub] [carbondata] xubo245 commented on a change in pull request #3275: [CARBONDATA-3425]Added documentation for mv

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xubo245 commented on a change in pull request #3275: [CARBONDATA-3425]Added documentation for mv
URL: https://github.com/apache/carbondata/pull/3275#discussion_r294376086
 
 

 ##########
 File path: docs/datamap/mv-datamap-guide.md
 ##########
 @@ -0,0 +1,208 @@
+<!--
+    Licensed to the Apache Software Foundation (ASF) under one or more
+    contributor license agreements.  See the NOTICE file distributed with
+    this work for additional information regarding copyright ownership.
+    The ASF licenses this file to you under the Apache License, Version 2.0
+    (the "License"); you may not use this file except in compliance with
+    the License.  You may obtain a copy of the License at
+
+      http://www.apache.org/licenses/LICENSE-2.0
+
+    Unless required by applicable law or agreed to in writing, software
+    distributed under the License is distributed on an "AS IS" BASIS,
+    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+    See the License for the specific language governing permissions and
+    limitations under the License.
+-->
+
+# CarbonData MV DataMap
+
+* [Quick Example](#quick-example)
+* [MV DataMap](#mv-datamap-introduction)
+* [Loading Data](#loading-data)
+* [Querying Data](#querying-data)
+* [Compaction](#compacting-mv-tables)
+* [Data Management](#data-management-with-mv-tables)
+
+## Quick example
+
+Start spark-sql in terminal and run the following queries,
+```
+CREATE TABLE maintable(a int, b string, c int) stored by 'carbondata';
+insert into maintable select 1, 'ab', 2;
+CREATE DATAMAP datamap_1 on table maintable as SELECT a, sum(b) from maintable group by a;
+SELECT a, sum(b) from maintable group by a;
+// NOTE: run explain query and check if query hits the datamap table from the plan
+EXPLAIN SELECT a, sum(b) from maintable group by a;
+```
+
+## MV DataMap Introduction
+  MV tables are created as DataMaps and managed as tables internally by CarbonData. User can create
+  limitless MV datamaps on a table to improve query performance provided the storage requirements
+  and loading time is acceptable.
+
+  MV datamap can be a lazy or a non-lazy datamap. Once MV datamaps are created, CarbonData's
+  CarbonAnalyzer helps to select the most efficient MV datamap based on the user query and rewrite
+  the SQL to select the data from MV datamap instead of main table. Since the data size of MV
+  datamap is smaller and data is pre-processed, user queries are much faster.
+
+  For instance, main table called **sales** which is defined as
+
+  ```
+  CREATE TABLE sales (
+    order_time timestamp,
+    user_id string,
+    sex string,
+    country string,
+    quantity int,
+    price bigint)
+  STORED AS carbondata
+  ```
+
+  User can create MV tables using the Create DataMap DDL
+
+  ```
+  CREATE DATAMAP agg_sales
+  ON TABLE sales
+  USING "MV"
+  AS
+    SELECT country, sex, sum(quantity), avg(price)
+    FROM sales
+    GROUP BY country, sex
+  ```
+ **NOTE**:
+ * Group by/Filter columns has to be provided in projection list while creating mv datamap
+ * If only single parent table is involved in mv datamap creation, then TableProperties of Parent table
+   (if not present in a aggregate function like sum(col)) listed below will be
+   inherited to datamap table
+    1. SORT_COLUMNS
+    2. SORT_SCOPE
+    3. TABLE_BLOCKSIZE
+    4. FLAT_FOLDER
+    5. LONG_STRING_COLUMNS
+    6. LOCAL_DICTIONARY_ENABLE
+    7. LOCAL_DICTIONARY_THRESHOLD
+    8. LOCAL_DICTIONARY_EXCLUDE
+    9. DICTIONARY_INCLUDE
+   10. DICTIONARY_EXCLUDE
+   11. INVERTED_INDEX
+   12. NO_INVERTED_INDEX
+   13. COLUMN_COMPRESSOR
+
+ * All columns of main table at once cannot participate in mv datamap table creation
+ * TableProperties can be provided in DMProperties excluding LOCAL_DICTIONARY_INCLUDE,
+   LOCAL_DICTIONARY_EXCLUDE, DICTIONARY_INCLUDE, DICTIONARY_EXCLUDE, INVERTED_INDEX,
+   NO_INVERTED_INDEX, SORT_COLUMNS, LONG_STRING_COLUMNS, RANGE_COLUMN & COLUMN_META_CACHE
+ * TableProperty given in DMProperties will be considered for mv creation, eventhough if same
+   property is inherited from parent table, which allows user to provide different tableproperties
+   for child table
+ * MV creation with limit or union all ctas queries is unsupported
+
+#### How MV tables are selected
+
+When a user query is submitted, during query planning phase, CarbonData will collect modular plan
+candidates and process the the ModularPlan based on registered summary data sets. Then,
+mv datamap table for this query will be selected among the candidates.
+
+For the main table **sales** and mv table  **agg_sales** created above, following queries
+```
+SELECT country, sex, sum(quantity), avg(price) from sales GROUP BY country, sex
+
+SELECT sex, sum(quantity) from sales GROUP BY sex
+
+SELECT avg(price), country from sales GROUP BY country
+```
+
+will be transformed by CarbonData's query planner to query against mv table
+**agg_sales** instead of the main table **sales**
+
+However, for following queries
+```
+SELECT user_id, country, sex, sum(quantity), avg(price) from sales GROUP BY user_id, country, sex
+
+SELECT sex, avg(quantity) from sales GROUP BY sex
+
+SELECT country, max(price) from sales GROUP BY country
+```
+
+will query against main table **sales** only, because it does not satisfy mv table
 
 Review comment:
   Please optimize it.

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