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Posted to commits@carbondata.apache.org by ch...@apache.org on 2017/02/04 02:38:27 UTC
[28/35] incubator-carbondata-site git commit: Updated website for
CarbonData release 1.0.0
http://git-wip-us.apache.org/repos/asf/incubator-carbondata-site/blob/0d4cdb1c/content/docs/latest/data_management.html
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-"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.
--->
-<p style="padding: 5px 10px;background: #f9f9f9;text-align: right;text-align:right;line-height:20px;margin: 0;color: #aaa;border-radius: 2px;font-family: arial;font-size: 12px;">Version: 0.2.0 | Last Published: 21-11-2016 </p>
-
- <a href="#top" style=" position: fixed; top: auto; right: 10px; bottom: 0; background: #ddd; padding: 2px 6px;
- border-radius: 2px; font-size: 12px; text-decoration: none; color: #666;">Top</a>
-
-
-<h1><a id="Data_Management_18"></a>Using CarbonData</h1>
-<p>This tutorial is going to introduce you to the conceptual details of CarbonData like:</p>
-<ul>
-<li><a href="#Data_Management">Data Management</a></li>
-
-<li><a href="#DDL_Operations_on_CarbonData_0">DDL Operations on CarbonData</a></li>
-<li><a href="#DML_Operations_on_CarbonData_0">DML Operations on CarbonData</a></li>
-</ul>
-
-<h1><a id="Data_Management"></a>Data Management</h1>
-<ul>
-<li><a href="#loading-data">Loading Data</a></li>
-<li><a href="#deleting-data">Deleting Data</a></li>
-<li><a href="#compacting-data">Compacting Data</a></li>
-</ul>
-<div id="loading-data"></div>
-<h2><a id="Loading_Data_25"></a>Loading Data</h2>
-<ul>
-<li>
-<p><strong>Scenario</strong></p>
-<p>After creating a table, you can load data to the table using the <a href="#loading-data">LOAD DATA</a> command. The loaded data is available for querying.
-When data load is triggered, the data is encoded in CarbonData format and copied into HDFS CarbonData store path(specified in carbon.properties file)
-in compressed, multi dimensional columnar format for quick analysis of queries. The same command can be used to load new data or to
-update the existing data. Only one data load can be triggered for one table. The high cardinality columns of the dictionary encoding are
-automatically recognized and these columns will not be used for dictionary encoding.</p>
-</li>
-<li>
-<p><strong>Procedure</strong></p>
-<p>Data loading is a process that involves execution of multiple steps to read, sort, and encode the data in CarbonData store format.
-Each step is executed on different threads. After data loading process is complete, the status (success/partial success) is updated to
-CarbonData store metadata. The table below lists the possible load status.</p>
-</li>
-</ul>
-<table class="table table-striped table-bordered">
-<thead>
-<tr>
-<th>Status</th>
-<th>Description</th>
-</tr>
-</thead>
-<tbody>
-<tr>
-<td>Success</td>
-<td>All the data is loaded into table and no bad records found.</td>
-</tr>
-<tr>
-<td>Partial Success</td>
-<td>Data is loaded into table and bad records are found. Bad records are stored at carbon.badrecords.location.</td>
-</tr>
-</tbody>
-</table>
-<p>In case of failure, the error will be logged in error log. Details of loads can be seen with <a href="#show-segments">SHOW SEGMENTS</a> command. The show segment command output consists of :</p>
-<ul>
-<li>SegmentSequenceID</li>
-<li>START_TIME OF LOAD</li>
-<li>END_TIME OF LOAD</li>
-<li>LOAD STATUS</li>
-</ul>
-<p>The latest load will be displayed first in the output.</p>
-<p>Refer to <a href="#DML_Operations_on_CarbonData_0">DML operations on CarbonData</a> for load commands.</p>
-<div id ="deleting-data"></div>
-<h2>Deleting Data</h2>
-<ul>
-<li>
-<p><strong>Scenario</strong></p>
-<p>If you have loaded wrong data into the table, or too many bad records are present and you want to modify and reload the data, you can delete the required data loads. The load can be deleted using the Segment Sequence Id or if the table contains date field then the data can be deleted using the date field.</p>
-</li>
-<li>
-<p><strong>Procedure</strong></p>
-<p>The loaded data can be deleted in the following ways:</p>
-<ol>
-<li>
-<p>Delete by Segment ID</p>
-<p>After you get the segment ID of the segment that you want to delete, execute the <a href="#delete-segment-by-id">DELETE</a> command for the selected segment.<br>
-The status of deleted segment is updated to Marked for delete / Marked for Update</p>
-<table class="table table-striped table-bordered">
-<thead>
-<tr>
-<th>SegmentSequenceId</th>
-<th>Status</th>
-<th>Load Start Time</th>
-<th>Load End Time</th>
-</tr>
-</thead>
-<tbody>
-<tr>
-<td>0</td>
-<td>Success</td>
-<td>2015-11-19 19:14:\u2026</td>
-<td>2015-11-19 19:14:\u2026</td>
-</tr>
-<tr>
-<td>1</td>
-<td>Marked for Update</td>
-<td>2015-11-19 19:54:\u2026</td>
-<td>2015-11-19 20:08:\u2026</td>
-</tr>
-<tr>
-<td>2</td>
-<td>Marked for Delete</td>
-<td>2015-11-19 20:25:\u2026</td>
-<td>2015-11-19 20:49:\u2026</td>
-</tr>
-</tbody>
-</table>
-</li>
-<li>
-<p>Delete by Date Field</p>
-<p>If the table contains date field, you can delete the data based on a specific date.</p>
-<p>For delete commands refer to <a href="#DML_Operations_on_CarbonData_0">DML operations on CarbonData</a></p>
-</li>
-</ol>
-<p>NOTE :</p>
-<ul>
-<li>
-<p>When the delete segment DML is called, segment will not be deleted physically from the file system instead the segment status will be marked as \u201cMarked for Delete\u201d. For the query execution, this deleted segment will be excluded.</p>
-</li>
-<li>
-<p>The deleted segment will be deleted physically during the next load operation and only after the maximum query execution time configured using \u201cmax.query.execution.time\u201d. By default it is 60 minutes.</p>
-</li>
-<li>
-<p>If the user wants to force delete the segment physically then he can use CLEAN FILES Command.</p>
-
-<pre><code>CLEAN FILES FOR TABLE table1
-</code></pre>
-<p>
- This DML command will physically delete the segment which are \u201cMarked for delete\u201d immediately.</p>
-</li>
-</ul>
-</li>
-</ul>
-<div id="compacting-data"></div>
-<h2>Compacting Data</h2>
-<ul>
-<li>
-<p><strong>Scenario</strong></p>
-<p>Frequent data ingestion results in several fragmented CarbonData files in the store directory. Since data is sorted only within each load, the indices perform only within each load. This mean that there will be one index for each load and as number of data load increases, the number of indices also increases. As each index works only on one load, the performance of indices is reduced. CarbonData provides provision for compacting the loads. Compaction process combines several segments into one large segment by merge sorting the data from across the segments.</p>
-</li>
-<li>
-<p><strong>Procedure</strong></p>
-<p>There are two types of compaction Minor and Major compaction.</p>
-<ul>
-<li>
-<p><strong>Minor Compaction</strong></p>
-<p>In minor compaction the user can specify how many loads to be merged. Minor compaction triggers for every data load if the parameter carbon.enable.auto.load.merge is set. If any segments are available to be merged, then compaction will run parallel with data load. There are 2 levels in minor compaction.</p>
-<ul>
-<li>Level 1: Merging of the segments which are not yet compacted.</li>
-<li>Level 2: Merging of the compacted segments again to form a bigger segment.</li>
-</ul>
-</li>
-<li>
-<p><strong>Major Compaction</strong></p>
-<p>In Major compaction, many segments can be merged into one big segment. User will specify the compaction size until which segments can be merged. Major compaction is usually done during the off-peak time.</p>
-</li>
-</ul>
-<p>There are number of parameters related to Compaction that can be set in carbon.properties file.</p>
-</li>
-</ul>
-<table class="table table-striped table-bordered">
-<thead>
-<tr>
-<th>Parameter</th>
-<th>Default</th>
-<th>Application</th>
-<th>Description</th>
-<th>Valid Values</th>
-</tr>
-</thead>
-<tbody>
-<tr>
-<td>carbon.compaction.level.threshold</td>
-<td>4,3</td>
-<td>Minor</td>
-<td>This property is for minor compaction which decides how many segments to be merged. Example: If it is set as 2, 3 then minor compaction will be triggered for every 2 segments. 3 is the number of level 1 compacted segment which is further compacted to new segment.</td>
-<td>NA</td>
-</tr>
-<tr>
-<td>carbon.major.compaction.size</td>
-<td>1024 MB</td>
-<td>Major</td>
-<td>Major compaction size can be configured using this parameter. Sum of the segments which is below this threshold will be merged.</td>
-<td>NA</td>
-</tr>
-<tr>
-<td>carbon.numberof.preserve.segments</td>
-<td>0</td>
-<td>Minor/Major</td>
-<td>If the user wants to preserve some number of segments from being compacted then he can set this property. Example: carbon.numberof.preserve.segments=2 then 2 latest segments will always be excluded from the compaction. No segments will be preserved by default.</td>
-<td>0-100</td>
-</tr>
-<tr>
-<td>carbon.allowed.compaction.days</td>
-<td>0</td>
-<td>Minor/Major</td>
-<td>Compaction will merge the segments which are loaded within the specific number of days configured. Example: If the configuration is 2, then the segments which are loaded in the time frame of 2 days only will get merged. Segments which are loaded 2 days apart will not be merged. This is disabled by default.</td>
-<td>0-100</td>
-</tr>
-<tr>
-<td>carbon.number.of.cores.while.compacting</td>
-<td>2</td>
-<td>Minor/Major</td>
-<td>Number of cores which is used to write data during compaction.</td>
-<td>0-100</td>
-</tr>
-</tbody>
-</table>
-<p>For compaction commands refer to <a href="#DDL_Operations_on_CarbonData_0">DDL operations on CarbonData</a></p>
-
-
-<h1><a id="DDL_Operations_on_CarbonData_0"></a>DDL Operations on CarbonData</h1>
-<p>This tutorial guides you through the data definition language support provided by CarbonData.</p>
-<h2><a id="Overview_3"></a>Overview</h2>
-<p>The following DDL operations are supported in CarbonData :</p>
-<ul>
-<li><a href="#create-table">CREATE TABLE</a></li>
-<li><a href="#show-table">SHOW TABLE</a></li>
-<li><a href="#drop-table">DROP TABLE</a></li>
-<li><a href="#compaction">COMPACTION</a></li>
-</ul>
-<div id="create-table"></div>
-<h2><a id="CREATE_TABLE_11"></a>CREATE TABLE</h2>
-<p>This command can be used to create CarbonData table by specifying the list of fields along with the table properties.</p>
-<pre><code>CREATE TABLE [IF NOT EXISTS] [db_name.]table_name
- [(col_name data_type , ...)]
- STORED BY 'carbondata'
- [TBLPROPERTIES (property_name=property_value, ...)]
- // All Carbon's additional table options will go into properties
-</code></pre>
-<h3><a id="Parameter_Description_21"></a>Parameter Description</h3>
-<table class="table table-striped table-bordered">
-<thead>
-<tr>
-<th>Parameter</th>
-<th>Description</th>
-<th>Optional</th>
-</tr>
-</thead>
-<tbody>
-<tr>
-<td>db_name</td>
-<td>Name of the database. Database name should consist of alphanumeric characters and underscore(_) special character.</td>
-<td>Yes</td>
-</tr>
-<tr>
-<td>field_list</td>
-<td>Comma separated List of fields with data type. The field names should consist of alphanumeric characters and underscore(_) special character.</td>
-<td>No</td>
-</tr>
-<tr>
-<td>table_name</td>
-<td>The name of the table in database. Table Name should consist of alphanumeric characters and underscore(_) special character.</td>
-<td>No</td>
-</tr>
-<tr>
-<td>STORED BY</td>
-<td>\u201corg.apache.carbondata.format\u201d identifies and creates CarbonData table.</td>
-<td>No</td>
-</tr>
-<tr>
-<td>TBLPROPERTIES</td>
-<td>List of CarbonData table properties.</td>
-<td></td>
-</tr>
-</tbody>
-</table>
-<h3><a id="Usage_Guideline_31"></a>Usage Guideline</h3>
-<p>Following are the guidelines for using table properties.</p>
-<ul>
-<li>
-<p><strong>Dictionary Encoding Configuration</strong></p>
-<p>Dictionary encoding is enabled by default for all String columns, and disabled for non-String columns. You can include and exclude columns for dictionary encoding.</p>
-<pre><code class="language-ruby"><span class="hljs-constant">TBLPROPERTIES</span> (<span class="hljs-string">"DICTIONARY_EXCLUDE"</span>=<span class="hljs-string">"column1, column2"</span>)
-<span class="hljs-constant">TBLPROPERTIES</span> (<span class="hljs-string">"DICTIONARY_INCLUDE"</span>=<span class="hljs-string">"column1, column2"</span>)
-</code></pre>
-<p>Here, DICTIONARY_EXCLUDE will exclude dictionary creation. This is applicable for high-cardinality columns and is an optional parameter. DICTIONARY_INCLUDE will generate dictionary for the columns specified in the list.</p>
-</li>
-<li>
-<p><strong>Row/Column Format Configuration</strong></p>
-<p>Column groups with more than one column are stored in row format, instead of columnar format. By default, each column is a separate column group.</p>
-<pre><code class="language-ruby"><span class="hljs-constant">TBLPROPERTIES</span> (<span class="hljs-string">"COLUMN_GROUPS"</span>=<span class="hljs-string">"(column1,column3),(Column4,Column5,Column6)"</span>)
-</code></pre>
-</li>
-<li>
-<p><strong>Table Block Size Configuration</strong></p>
-<p>The block size of table files can be defined using the property TABLE_BLOCKSIZE. It accepts only integer values. The default value is 1024 MB and supports a range of 1 MB to 2048 MB.<br>
-If you do not specify this value in the DDL command, default value is used.</p>
-<pre><code>TBLPROPERTIES ("TABLE_BLOCKSIZE"="512 MB")
-</code></pre>
-<p>Here 512 MB means the block size of this table is 512 MB. You can also set it as 512M or 512.</p>
-</li>
-<li>
-<p><strong>Inverted Index Configuration</strong></p>
-<p>Inverted index is very useful to improve compression ratio and query speed, especially for those low-cardinality columns who are in reward position. By default inverted index is enabled. The user can disable the inverted index creation for some columns.</p>
-<pre><code>TBLPROPERTIES ("NO_INVERTED_INDEX"="column1,column3")
-</code></pre>
-<p>No inverted index shall be generated for the columns specified in NO_INVERTED_INDEX. This property is applicable on columns with high-cardinality and is an optional parameter.</p>
-<p>NOTE :</p>
-<ul>
-<li>
-<p>By default all columns other than numeric datatype are treated as dimensions and all columns of numeric datatype are treated as measures.</p>
-</li>
-<li>
-<p>All dimensions except complex datatype columns are part of multi dimensional key(MDK). This behavior can be overrid
<TRUNCATED>