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| |
| <h1 class="title topictitle1" id="ariaid-title1">MAX_ROW_SIZE Query Option</h1> |
| |
| |
| |
| <div class="body conbody"> |
| |
| <p class="p"> |
| |
| Ensures that Impala can process rows of at least the specified size. (Larger |
| rows might be successfully processed, but that is not guaranteed.) Applies when |
| constructing intermediate or final rows in the result set. This setting prevents |
| out-of-control memory use when accessing columns containing huge strings. |
| </p> |
| |
| |
| |
| <p class="p"> |
| <strong class="ph b">Type:</strong> integer |
| </p> |
| |
| <p class="p"> |
| <strong class="ph b">Default:</strong> |
| </p> |
| <p class="p"> |
| <code class="ph codeph">524288</code> (512 KB) |
| </p> |
| |
| <p class="p"> |
| <strong class="ph b">Units:</strong> A numeric argument represents a size in bytes; you can also use a suffix |
| of <code class="ph codeph">m</code> or <code class="ph codeph">mb</code> for megabytes, or <code class="ph codeph">g</code> or |
| <code class="ph codeph">gb</code> for gigabytes. If you specify a value with unrecognized formats, |
| subsequent queries fail with an error. |
| </p> |
| |
| <p class="p"> |
| <strong class="ph b">Added in:</strong> <span class="keyword">Impala 2.10.0</span> |
| </p> |
| |
| <p class="p"> |
| <strong class="ph b">Usage notes:</strong> |
| </p> |
| <p class="p"> |
| If a query fails because it involves rows with long strings and/or |
| many columns, causing the total row size to exceed <code class="ph codeph">MAX_ROW_SIZE</code> |
| bytes, increase the <code class="ph codeph">MAX_ROW_SIZE</code> setting to accommodate |
| the total bytes stored in the largest row. Examine the error messages for any |
| failed queries to see the size of the row that caused the problem. |
| </p> |
| <p class="p"> |
| Impala attempts to handle rows that exceed the <code class="ph codeph">MAX_ROW_SIZE</code> |
| value where practical, so in many cases, queries succeed despite having rows |
| that are larger than this setting. |
| </p> |
| <p class="p"> |
| Specifying a value that is substantially higher than actually needed can cause |
| Impala to reserve more memory than is necessary to execute the query. |
| </p> |
| <p class="p"> |
| In a Hadoop cluster with highly concurrent workloads and queries that process |
| high volumes of data, traditional SQL tuning advice about minimizing wasted memory |
| is worth remembering. For example, if a table has <code class="ph codeph">STRING</code> columns |
| where a single value might be multiple megabytes, make sure that the |
| <code class="ph codeph">SELECT</code> lists in queries only refer to columns that are actually |
| needed in the result set, instead of using the <code class="ph codeph">SELECT *</code> shorthand. |
| </p> |
| |
| <p class="p"> |
| <strong class="ph b">Examples:</strong> |
| </p> |
| |
| <p class="p"> |
| The following examples show the kinds of situations where it is necessary to |
| adjust the <code class="ph codeph">MAX_ROW_SIZE</code> setting. First, we create a table |
| containing some very long values in <code class="ph codeph">STRING</code> columns: |
| </p> |
| |
| <pre class="pre codeblock"><code> |
| create table big_strings (s1 string, s2 string, s3 string) stored as parquet; |
| |
| -- Turn off compression to more easily reason about data volume by doing SHOW TABLE STATS. |
| -- Does not actually affect query success or failure, because MAX_ROW_SIZE applies when |
| -- column values are materialized in memory. |
| set compression_codec=none; |
| set; |
| ... |
| MAX_ROW_SIZE: [524288] |
| ... |
| |
| -- A very small row. |
| insert into big_strings values ('one', 'two', 'three'); |
| -- A row right around the default MAX_ROW_SIZE limit: a 500 KiB string and a 30 KiB string. |
| insert into big_strings values (repeat('12345',100000), 'short', repeat('123',10000)); |
| -- A row that is too big if the query has to materialize both S1 and S3. |
| insert into big_strings values (repeat('12345',100000), 'short', repeat('12345',100000)); |
| |
| </code></pre> |
| |
| <p class="p"> |
| With the default <code class="ph codeph">MAX_ROW_SIZE</code> setting, different queries succeed |
| or fail based on which column values have to be materialized during query processing: |
| </p> |
| |
| <pre class="pre codeblock"><code> |
| -- All the S1 values can be materialized within the 512 KB MAX_ROW_SIZE buffer. |
| select count(distinct s1) from big_strings; |
| +--------------------+ |
| | count(distinct s1) | |
| +--------------------+ |
| | 2 | |
| +--------------------+ |
| |
| -- A row where even the S1 value is too large to materialize within MAX_ROW_SIZE. |
| insert into big_strings values (repeat('12345',1000000), 'short', repeat('12345',1000000)); |
| |
| -- The 5 MiB string is too large to materialize. The message explains the size of the result |
| -- set row the query is attempting to materialize. |
| select count(distinct(s1)) from big_strings; |
| WARNINGS: Row of size 4.77 MB could not be materialized in plan node with id 1. |
| Increase the max_row_size query option (currently 512.00 KB) to process larger rows. |
| |
| -- If more columns are involved, the result set row being materialized is bigger. |
| select count(distinct s1, s2, s3) from big_strings; |
| WARNINGS: Row of size 9.54 MB could not be materialized in plan node with id 1. |
| Increase the max_row_size query option (currently 512.00 KB) to process larger rows. |
| |
| -- Column S2, containing only short strings, can still be examined. |
| select count(distinct(s2)) from big_strings; |
| +----------------------+ |
| | count(distinct (s2)) | |
| +----------------------+ |
| | 2 | |
| +----------------------+ |
| |
| -- Queries that do not materialize the big column values are OK. |
| select count(*) from big_strings; |
| +----------+ |
| | count(*) | |
| +----------+ |
| | 4 | |
| +----------+ |
| |
| </code></pre> |
| |
| <p class="p"> |
| The following examples show how adjusting <code class="ph codeph">MAX_ROW_SIZE</code> upward |
| allows queries involving the long string columns to succeed: |
| </p> |
| |
| <pre class="pre codeblock"><code> |
| -- Boosting MAX_ROW_SIZE moderately allows all S1 values to be materialized. |
| set max_row_size=7mb; |
| |
| select count(distinct s1) from big_strings; |
| +--------------------+ |
| | count(distinct s1) | |
| +--------------------+ |
| | 3 | |
| +--------------------+ |
| |
| -- But the combination of S1 + S3 strings is still too large. |
| select count(distinct s1, s2, s3) from big_strings; |
| WARNINGS: Row of size 9.54 MB could not be materialized in plan node with id 1. Increase the max_row_size query option (currently 7.00 MB) to process larger rows. |
| |
| -- Boosting MAX_ROW_SIZE to larger than the largest row in the table allows |
| -- all queries to complete successfully. |
| set max_row_size=12mb; |
| |
| select count(distinct s1, s2, s3) from big_strings; |
| +----------------------------+ |
| | count(distinct s1, s2, s3) | |
| +----------------------------+ |
| | 4 | |
| +----------------------------+ |
| |
| </code></pre> |
| |
| <p class="p"> |
| The following examples show how to reason about appropriate values for |
| <code class="ph codeph">MAX_ROW_SIZE</code>, based on the characteristics of the |
| columns containing the long values: |
| </p> |
| |
| <pre class="pre codeblock"><code> |
| -- With a large MAX_ROW_SIZE in place, we can examine the columns to |
| -- understand the practical lower limit for MAX_ROW_SIZE based on the |
| -- table structure and column values. |
| select max(length(s1) + length(s2) + length(s3)) / 1e6 as megabytes from big_strings; |
| +-----------+ |
| | megabytes | |
| +-----------+ |
| | 10.000005 | |
| +-----------+ |
| |
| -- We can also examine the 'Max Size' for each column after computing stats. |
| compute stats big_strings; |
| show column stats big_strings; |
| +--------+--------+------------------+--------+----------+-----------+ |
| | Column | Type | #Distinct Values | #Nulls | Max Size | Avg Size | |
| +--------+--------+------------------+--------+----------+-----------+ |
| | s1 | STRING | 2 | -1 | 5000000 | 2500002.5 | |
| | s2 | STRING | 2 | -1 | 10 | 7.5 | |
| | s3 | STRING | 2 | -1 | 5000000 | 2500005 | |
| +--------+--------+------------------+--------+----------+-----------+ |
| |
| </code></pre> |
| |
| <p class="p"> |
| <strong class="ph b">Related information:</strong> |
| </p> |
| <p class="p"> |
| <a class="xref" href="impala_buffer_pool_limit.html">BUFFER_POOL_LIMIT Query Option</a>, |
| <a class="xref" href="impala_default_spillable_buffer_size.html">DEFAULT_SPILLABLE_BUFFER_SIZE Query Option</a>, |
| <a class="xref" href="impala_min_spillable_buffer_size.html">MIN_SPILLABLE_BUFFER_SIZE Query Option</a>, |
| <a class="xref" href="impala_scalability.html">Scalability Considerations for Impala</a> |
| </p> |
| |
| </div> |
| <nav role="navigation" class="related-links"><div class="familylinks"><div class="parentlink"><strong>Parent topic:</strong> <a class="link" href="../topics/impala_set.html">SET Statement</a></div></div></nav></article></main></body></html> |