blob: 1106fe3a9c9a1eb364c22459d7cbdd9ada767c44 [file] [log] [blame]
// 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.
[[release_notes]]
= Apache Kudu Release Notes
:author: Kudu Team
:imagesdir: ./images
:icons: font
:toc: left
:toclevels: 3
:doctype: book
:backend: html5
:sectlinks:
:experimental:
== Introduction
If you are new to Kudu, check out its list of link:index.html[features and benefits].
[[rn_0.10.0]]
== Release notes specific to 0.10.0
Kudu 0.10.0 delivers a number of new features, bug fixes, and optimizations,
detailed below.
Kudu 0.10.0 maintains wire-compatibility with previous releases, meaning
that applications using the Kudu client libraries may be upgraded either
before, at the same time, or after the Kudu servers. However, if you begin
using new features of Kudu 0.10.0 such as manually range-partitioned tables,
you must first upgrade all clients to this release.
This release does not maintain full Java API or ABI compatibility with
Kudu 0.9.x due to a package rename and some other small changes. See below for details.
See also +++<a href="https://issues.apache.org/jira/issues/?jql=project%20%3D%20KUDU%20AND%20status%20%3D%20Resolved
%20AND%20fixVersion%20%3D%200.10.0">JIRAs resolved
for Kudu 0.10.0</a>+++ and +++<a href="https://github.com/apache/kudu/compare/0.9.1...0.10.0">Git
changes between 0.9.1 and 0.10.0</a>+++.
To upgrade to Kudu 0.10.0, see <<rn_0.10.0_upgrade>>.
[[rn_0.10.0_incompatible_changes]]
=== Incompatible changes and deprecated APIs in 0.10.0
- link:http://gerrit.cloudera.org:8080/3737[Gerrit #3737] The Java client has been repackaged
under `org.apache.kudu` instead of `org.kududb`. Import statements for Kudu classes must
be modified in order to compile against 0.10.0. Wire compatibility is maintained.
- link:https://gerrit.cloudera.org/#/c/3055/[Gerrit #3055] The Java client's
synchronous API methods now throw `KuduException` instead of `Exception`.
Existing code that catches `Exception` should still compile, but introspection of an
exception's message may be impacted. This change was made to allow thrown exceptions to be
queried more easily using `KuduException.getStatus` and calling one of `Status`'s methods.
For example, an operation that tries to delete a table that doesn't exist would return a
`Status` that returns true when queried on `isNotFound()`.
- The Java client's `KuduTable.getTabletsLocations` set of methods is now
deprecated. Additionally, they now take an exclusive end partition key instead
of an inclusive key. Applications are encouraged to use the scan tokens API
instead of these methods in the future.
- The C++ API for specifying split points on range-partitioned tables has been improved
to make it easier for callers to properly manage the ownership of the provided rows.
+
The `TableCreator::split_rows` API took a `vector<const KuduPartialRow*>`, which
made it very difficult for the calling application to do proper error handling with
cleanup when setting the fields of the `KuduPartialRow`. This API has been now been
deprecated and replaced by a new method `TableCreator::add_range_split` which allows
easier use of smart pointers for safe memory management.
- The Java client's internal buffering has been reworked. Previously, the number of
buffered write operations was constrained on a per-tablet-server basis. Now, the configured
maximum buffer size constrains the total number of buffered operations across all
tablet servers in the cluster. This provides a more consistent bound on the memory
usage of the client regardless of the size of the cluster to which it is writing.
+
This change can negatively affect the write performance of Java clients which rely on
buffered writes. Consider using the `setMutationBufferSpace` API to increase a
session's maximum buffer size if write performance seems to be degraded after upgrading
to Kudu 0.10.0.
- The "remote bootstrap" process used to copy a tablet replica from one host to
another has been renamed to "Tablet Copy". This resulted in the renaming of
several RPC metrics. Any users previously explicitly fetching or monitoring metrics
related to Remote Bootstrap should update their scripts to reflect the new names.
- The SparkSQL datasource for Kudu no longer supports mode `Overwrite`. Users should
use the new `KuduContext.upsertRows` method instead. Additionally, inserts using the
datasource are now upserts by default. The older behavior can be restored by setting
the `operation` parameter to `insert`.
[[rn_0.10.0_new_features]]
=== New features
- Users may now manually manage the partitioning of a range-partitioned table.
When a table is created, the user may specify a set of range partitions that
do not cover the entire available key space. A user may add or drop range
partitions to existing tables.
+
This feature can be particularly helpful with time series workloads in which
new partitions can be created on an hourly or daily basis. Old partitions
may be efficiently dropped if the application does not need to retain historical
data past a certain point.
+
This feature is considered experimental for the 0.10 release. More details of
the new feature can be found in the accompanying
link:https://kudu.apache.org/2016/08/23/new-range-partitioning-features.html[blog post].
- Support for running Kudu clusters with multiple masters has been stabilized.
Users may start a cluster with three or five masters to provide fault tolerance
despite a failure of one or two masters, respectively.
+
Note that certain tools (e.g. `ksck`) are still lacking complete support for
multiple masters. These deficiencies will be addressed in a following release.
- Kudu now supports the ability to reserve a certain amount of free disk space
in each of its configured data directories. If a directory's free disk space
drops to less than the configured minimum, Kudu will stop writing to that
directory until space becomes available. If no space is available in any
configured directory, Kudu will abort.
+
This feature may be configured using the `fs_data_dirs_reserved_bytes` and
`fs_wal_dir_reserved_bytes` flags.
- The Spark integration's `KuduContext` now supports four new methods for writing to
Kudu tables: `insertRows`, `upsertRows`, `updateRows`, and `deleteRows`. These are
now the preferred way to write to Kudu tables from Spark.
[[rn_0.10.0_improvements]]
=== Improvements and optimizations
- link:https://issues.apache.org/jira/browse/KUDU-1516[KUDU-1516] The `kudu-ksck` tool
has been improved and now detects problems such as when a tablet does not have
a majority of replicas on live tablet servers, or if those replicas aren’t in a
good state. Users who currently depend on the tool to detect inconsistencies may now see
failures when before they wouldn't see any.
- link:https://gerrit.cloudera.org:8080/3477[Gerrit #3477] The way operations are buffered in
the Java client has been reworked. Previously, the session's buffer size was set per tablet, meaning that a buffer
size of 1,000 for 10 tablets being written to allowed for 10,000 operations to be buffered at the
same time. With this change, all the tablets share one buffer, so users might need to set a
bigger buffer size in order to reach the same level of performance as before.
- link:https://gerrit.cloudera.org/#/c/3674/[Gerrit #3674] Added LESS and GREATER options for
column predicates.
- link:https://issues.apache.org/jira/browse/KUDU-1444[KUDU-1444] added support for passing
back basic per-scan metrics (e.g cache hit rate) from the server to the C++ client. See the
`KuduScanner::GetResourceMetrics()` API for detailed usage. This feature will be supported
in the Java client API in a future release.
- link:https://issues.apache.org/jira/browse/KUDU-1446[KUDU-1446] improved the order in
which the tablet server evaluates predicates, so that predicates on smaller columns
are evaluated first. This may improve performance on queries which apply predicates
on multiple columns of different sizes.
- link:https://issues.apache.org/jira/browse/KUDU-1398[KUDU-1398] improved the storage
efficiency of Kudu's internal primary key indexes. This optimization should decrease space
usage and improve random access performance, particularly for workloads with lengthy
primary keys.
[[rn_0.10.0_fixed_issues]]
=== Fixed Issues
- link:https://gerrit.cloudera.org/#/c/3541/[Gerrit #3541] Fixed a problem in the Java client
whereby an RPC could be dropped when a connection to a tablet server or master was forcefully
closed on the server-side while RPCs to that server were in the process of being encoded.
The effect was that the RPC would not be sent, and users of the synchronous API would receive
a `TimeoutException`. Several other Java client bugs which could cause similar spurious timeouts
were also fixed in this release.
- link:https://gerrit.cloudera.org/#/c/3724/[Gerrit #3724] Fixed a problem in the Java client
whereby an RPC could be dropped when a socket timeout was fired while that RPC was being sent to
a tablet server or master. This would manifest itself in the same way
link:https://gerrit.cloudera.org/#/c/3541/[Gerrit #3541].
- link:https://issues.apache.org/jira/browse/KUDU-1538[KUDU-1538] fixed a bug in which recycled
block identifiers could cause the tablet server to lose data. Following this bug fix, block
identifiers will no longer be reused.
[[rn_0.10.0_changes]]
=== Other noteworthy changes
- This is the first release of Apache Kudu as a top-level (non-incubating)
project!
- The default false positive rate for Bloom filters has been changed
from 1% to 0.01%. This will increase the space consumption of Bloom
filters by a factor of two (from approximately 10 bits per row to
approximately 20 bits per row). This is expected to substantially
improve the performance of random-write workloads at the cost of an
incremental increase in disk space usage.
- The Kudu C++ client library now has Doxygen-based
link:http://kudu.apache.org/cpp-client-api/[API documentation]
available online.
- Kudu now
link:http://kudu.apache.org/2016/06/17/raft-consensus-single-node.html[
uses the Raft consensus algorithm even for unreplicated tables].
This change simplifies code and will also allow administrators to enable
replication on a previously-unreplicated table. This change is internal and
should not be visible to users.
[[rn_0.10.0_upgrade]]
=== Upgrading from 0.9.x to 0.10.0
Before upgrading, see <<rn_0.10.0_incompatible_changes>> and
<<rn_0.10.0_downgrade>>.
To upgrade from Kudu 0.9.x to Kudu 0.10.0, perform the following high-level
steps, which are detailed in the installation guide under
link:installation.html#upgrade_procedure[Upgrade Procedure]:
. Shut down all Kudu services.
. Install the new Kudu packages or parcels, or install Kudu 0.10.0 from source.
. Restart all Kudu services.
WARNING: Rolling upgrades are not supported when upgrading from Kudu 0.9.x to
0.10.0 and they are known to cause errors in this release. If you run into a
problem after an accidental rolling upgrade, shut down all services and then
restart all services and the system should come up properly.
NOTE: For the duration of the Kudu Beta, upgrade instructions are generally
only given for going from the previous latest version to the newly released
version.
[[rn_0.10.0_downgrade]]
=== Downgrading from 0.10.0 to 0.9.x
After upgrading to Kudu 0.10.0, it is possible to downgrade to 0.9.x with the
following exceptions:
. Tables created in 0.10.0 will not be accessible after a downgrade to 0.9.x
. A multi-master setup formatted in 0.10.0 may not be downgraded to 0.9.x
[[rn_0.9.1]]
== Release notes specific to 0.9.1
Kudu 0.9.1 delivers incremental bug fixes over Kudu 0.9.0. It is fully compatible with
Kudu 0.9.0.
See also +++<a href="https://issues.apache.org/jira/issues/?jql=project%20%3D%20KUDU%20AND%20status%20%3D%20Resolved
%20AND%20fixVersion%20%3D%200.9.1">JIRAs resolved
for Kudu 0.9.1</a>+++ and +++<a href="https://github.com/apache/incubator-kudu/compare/0.9.0...0.9.1">Git
changes between 0.9.0 and 0.9.1</a>+++.
[[rn_0.9.1_upgrade]]
=== Upgrading from 0.9.0 to 0.9.1
Before upgrading to Kudu 0.9.1 from Kudu 0.8.0, please read the <<rn_0.9.0>>.
Upgrading from 0.8.0 or 0.9.0 to 0.9.1 is supported. To upgrade from Kudu 0.8.0
or Kudu 0.9.0 to Kudu 0.9.1, use the procedure documented in <<rn_0.9.0_upgrade>>.
NOTE: For the duration of the Kudu Beta, upgrade instructions are generally
only given for going from the previous latest version to the newly released
version.
[[rn_0.9.1_fixed_issues]]
=== Fixed Issues
- link:https://issues.apache.org/jira/browse/KUDU-1469[KUDU-1469] fixed a bug in
our Raft consensus implementation that could cause a tablet to stop making progress after a leader
election.
- link:https://gerrit.cloudera.org/#/c/3456/[Gerrit #3456] fixed a bug in which
servers under high load could store metric information in incorrect memory
locations, causing crashes or data corruption.
- link:https://gerrit.cloudera.org/#/c/3457/[Gerrit #3457] fixed a bug in which
errors from the Java client would carry an incorrect error message.
- Several other small bug fixes were backported to improve stability.
[[rn_0.9.0]]
== Release notes specific to 0.9.0
Kudu 0.9.0 delivers incremental features, improvements, and bug fixes over the previous versions.
See also +++<a href="https://issues.apache.org/jira/issues/?jql=project%20%3D%20KUDU%20AND%20status%20%3D%20Resolved
%20AND%20fixVersion%20%3D%200.9.0">JIRAs resolved
for Kudu 0.9.0</a>+++ and +++<a href="https://github.com/apache/incubator-kudu/compare/0.8.0...0.9.0">Git
changes between 0.8.0 and 0.9.0</a>+++.
To upgrade to Kudu 0.10.0, see <<rn_0.9.0_upgrade>>.
[[rn_0.9.0_incompatible_changes]]
=== Incompatible changes
- The `KuduTableInputFormat` command has changed the way in which it handles
scan predicates, including how it serializes predicates to the job configuration
object. The new configuration key is `kudu.mapreduce.encoded.predicate`. Clients
using the `TableInputFormatConfigurator` are not affected.
- The `kudu-spark` sub-project has been renamed to follow naming conventions for
Scala. The new name is `kudu-spark_2.10`.
- Default table partitioning has been removed. All tables must now be created
with explicit partitioning. Existing tables are unaffected. See the
link:schema_design.html#no_default_partitioning[schema design guide] for more
details.
[[rn_0.9.0_new_features]]
=== New features
- link:https://issues.apache.org/jira/browse/KUDU-1002[KUDU-1002] Added support for
`UPSERT` operations, whereby a row is inserted if it does not already exist, but
updated if it does. Support for `UPSERT` is included in Java, C++, and Python APIs,
but not in Impala.
- link:https://issues.apache.org/jira/browse/KUDU-1306[KUDU-1306] Scan token API
for creating partition-aware scan descriptors. This API simplifies executing
parallel scans for clients and query engines.
- link:http://gerrit.cloudera.org:8080/#/c/2848/[Gerrit 2848] Added a kudu datasource
for Spark. This datasource uses the Kudu client directly instead of
using the MapReduce API. Predicate pushdowns for `spark-sql` and Spark filters are
included, as well as parallel retrieval for multiple tablets and column projections.
See an example of link:developing.html#_kudu_integration_with_spark[Kudu integration with Spark].
- link:http://gerrit.cloudera.org:8080/#/c/2992/[Gerrit 2992] Added the ability
to update and insert from Spark using a Kudu datasource.
[[rn_0.9.0_improvements]]
=== Improvements
- link:https://issues.apache.org/jira/browse/KUDU-1415[KUDU-1415] Added statistics in the Java
client such as the number of bytes written and the number of operations applied.
- link:https://issues.apache.org/jira/browse/KUDU-1451[KUDU-1451] Improved tablet server restart
time when the tablet server needs to clean up of a lot previously deleted tablets. Tablets are
now cleaned up after they are deleted.
[[rn_0.9.0_fixed_issues]]
=== Fixed Issues
- link:https://issues.apache.org/jira/browse/KUDU-678[KUDU-678] Fixed a leak that happened during
DiskRowSet compactions where tiny blocks were still written to disk even if there were no REDO
records. With the default block manager, it usually resulted in block containers with thousands
of tiny blocks.
- link:https://issues.apache.org/jira/browse/KUDU-1437[KUDU-1437] Fixed a data corruption issue
that occured after compacting sequences of negative INT32 values in a column that
was configured with RLE encoding.
[[rn_0.9.0_changes]]
=== Other noteworthy changes
All Kudu clients have longer default timeout values, as listed below.
.Java
- The default operation timeout and the default admin operation timeout
are now set to 30 seconds instead of 10.
- The default socket read timeout is now 10 seconds instead of 5.
.C++
- The default admin timeout is now 30 seconds instead of 10.
- The default RPC timeout is now 10 seconds instead of 5.
- The default scan timeout is now 30 seconds instead of 15.
- Some default settings related to I/O behavior during flushes and compactions have been changed:
The default for `flush_threshold_mb` has been increased from 64MB to 1000MB. The default
`cfile_do_on_finish` has been changed from `close` to `flush`.
link:http://getkudu.io/2016/04/26/ycsb.html[Experiments using YCSB] indicate that these
values will provide better throughput for write-heavy applications on typical server hardware.
[[rn_0.9.0_upgrade]]
=== Upgrading from 0.8.0 to 0.9.x
Before upgrading, see <<rn_0.9.0_incompatible_changes>> and
<<rn_0.9.0_client_compatibility>>. To upgrade from Kudu 0.8.0 to 0.9.0, perform
the following high-level steps, which are detailed in the installation guide
under link:installation.html#upgrade_procedure[Upgrade Procedure]:
. Shut down all Kudu services.
. Install the new Kudu packages or parcels, or install Kudu 0.9.1 from source.
. Restart all Kudu services.
It is technically possible to upgrade Kudu using rolling restarts, but it has not
been tested and is not recommended.
NOTE: For the duration of the Kudu Beta, upgrade instructions are only given for going
from the previous latest version to the newest.
[[rn_0.9.0_client_compatibility]]
=== Client compatibility
Masters and tablet servers should be upgraded before clients are upgraded. For specific
information about client compatibility, see the <<rn_0.9.0_incompatible_changes>> section.
[[rn_0.8.0]]
== Release notes specific to 0.8.0
Kudu 0.8.0 delivers incremental features, improvements, and bug fixes over the previous versions.
See also +++<a href="https://issues.apache.org/jira/issues/?jql=project%20%3D%20KUDU%20AND%20status%20%3D%20Resolved
%20AND%20fixVersion%20%3D%200.8.0">JIRAs resolved
for Kudu 0.8.0</a>+++ and +++<a href="https://github.com/apache/incubator-kudu/compare/0.7.1...0.8.0">Git
changes between 0.7.1 and 0.8.0</a>+++.
To upgrade to Kudu 0.8.0, see link:installation.html#upgrade[Upgrade from 0.7.1 to 0.8.0].
[[rn_0.8.0_incompatible_changes]]
=== Incompatible changes
- 0.8.0 clients are not fully compatible with servers running Kudu 0.7.1 or lower.
In particular, scans that specify column predicates will fail. To work around this
issue, upgrade all Kudu servers before upgrading clients.
[[rn_0.8.0_new_features]]
=== New features
- link:https://issues.apache.org/jira/browse/KUDU-431[KUDU-431] A simple Flume
sink has been implemented.
[[rn_0.8.0_improvements]]
=== Improvements
- link:https://issues.apache.org/jira/browse/KUDU-839[KUDU-839] Java RowError now uses an enum error code.
- link:http://gerrit.cloudera.org:8080/#/c/2138/[Gerrit 2138] The handling of
column predicates has been re-implemented in the server and clients.
- link:https://issues.apache.org/jira/browse/KUDU-1379[KUDU-1379] Partition pruning
has been implemented for C++ clients (but not yet for the Java client). This feature
allows you to avoid reading a tablet if you know it does not serve the row keys you are querying.
- link:http://gerrit.cloudera.org:8080/#/c/2641[Gerrit 2641] Kudu now uses
`earliest-deadline-first` RPC scheduling and rejection. This changes the behavior
of the RPC service queue to prevent unfairness when processing a backlog of RPC
threads and to increase the likelihood that an RPC will be processed before it
can time out.
[[rn_0.8.0_fixed_issues]]
=== Fixed Issues
- link:https://issues.cloudera.org/browse/KUDU-1337[KUDU-1337] Tablets from tables
that were deleted might be unnecessarily re-bootstrapped when the leader gets the
notification to delete itself after the replicas do.
- link:https://issues.cloudera.org/browse/KUDU-969[KUDU-969] If a tablet server
shuts down while compacting a rowset and receiving updates for it, it might immediately
crash upon restart while bootstrapping that rowset's tablet.
- link:https://issues.cloudera.org/browse/KUDU-1354[KUDU-1354] Due to a bug in Kudu's
MVCC implementation where row locks were released before the MVCC commit happened,
flushed data would include out-of-order transactions, triggering a crash on the
next compaction.
- link:https://issues.apache.org/jira/browse/KUDU-1322[KUDU-1322] The C++ client
now retries write operations if the tablet it is trying to reach has already been
deleted.
- link:http://gerrit.cloudera.org:8080/#/c/2571/[Gerrit 2571] Due to a bug in the
Java client, users were unable to close the `kudu-spark` shell because of
lingering non-daemon threads.
[[rn_0.8.0_changes]]
=== Other noteworthy changes
- link:http://gerrit.cloudera.org:8080/#/c/2239/[Gerrit 2239] The concept of "feature flags"
was introduced in order to manage compatibility between different
Kudu versions. One case where this is helpful is if a newer client attempts to use
a feature unsupported by the currently-running tablet server. Rather than receiving
a cryptic error, the user gets an error message that is easier to interpret.
This is an internal change for Kudu system developers and requires no action by
users of the clients or API.
[[rn_0.7.1]]
== Release notes specific to 0.7.1
Kudu 0.7.1 is a bug fix release for 0.7.0.
[[rn_0.7.1_fixed_issues]]
=== Fixed Issues
- https://issues.apache.org/jira/browse/KUDU-1325[KUDU-1325] fixes a tablet server crash that could
occur during table deletion. In some cases, while a table was being deleted, other replicas would
attempt to re-replicate tablets to servers that had already processed the deletion. This could
trigger a race condition that caused a crash.
- https://issues.apache.org/jira/browse/KUDU-1341[KUDU-1341] fixes a potential data corruption and
crash that could happen shortly after tablet server restarts in workloads that repeatedly delete
and re-insert rows with the same primary key. In most cases, this corruption affected only a single
replica and could be repaired by re-replicating from another.
- https://issues.apache.org/jira/browse/KUDU-1343[KUDU-1343] fixes a bug in the Java client that
occurs when a scanner has to scan multiple batches from one tablet and then start scanning from
another. In particular, this would affect any scans using the Java client that read large numbers
of rows from multi-tablet tables.
- https://issues.apache.org/jira/browse/KUDU-1345[KUDU-1345] fixes a bug where in some cases the
hybrid clock could jump backwards, resulting in a crash followed by an inability to
restart the affected tablet server.
- https://issues.apache.org/jira/browse/KUDU-1360[KUDU-1360] fixes a bug in the kudu-spark module
which prevented reading rows with `NULL` values.
[[rn_0.7.0]]
== Release notes specific to 0.7.0
Kudu 0.7.0 is the first release done as part of the Apache Incubator and includes a number
of changes, new features, improvements, and fixes.
See also +++<a href="https://issues.cloudera.org/issues/?jql=project%20%3D%20Kudu%20AND%20status%20in%20
(Resolved)%20AND%20fixVersion%20%3D%200.7.0%20ORDER%20BY%20key%20ASC">JIRAs resolved
for Kudu 0.7.0</a>+++ and +++<a href="https://github.com/apache/incubator-kudu/compare/branch-0.6.0...branch-0.7.0">Git
changes between 0.6.0 and 0.7.0</a>+++.
The upgrade instructions can be found at link:installation.html#upgrade[Upgrade from 0.6.0 to 0.7.0].
[[rn_0.7.0_incompatible_changes]]
=== Incompatible changes
- The C++ client includes a new API, `KuduScanBatch`, which performs better when a
large number of small rows are returned in a batch. The old API of `vector<KuduRowResult>`
is deprecated.
+
NOTE: This change is API-compatible but *not* ABI-compatible.
- The default replication factor has been changed from 1 to 3. Existing tables will
continue to use the replication factor they were created with. Applications that create
tables may not work properly if they assume a replication factor of 1 and fewer than
3 replicas are available. To use the previous default replication factor, start the
master with the configuration flag `--default_num_replicas=1`.
- The Python client has been completely rewritten, with a focus on improving code
quality and testing. The read path (scanners) has been improved by adding many of
the features already supported by the C++ and Java clients. The Python client is no
longer considered experimental.
[[rn_0.7.0_new_features]]
=== New features
- With the goal of Spark integration in mind, a new `kuduRDD` API has been added,
which wraps `newAPIHadoopRDD` and includes a default source for Spark SQL.
[[rn_0.7.0_improvements]]
=== Improvements
- The Java client includes new methods `countPendingErrors()` and
`getPendingErrors()` on `KuduSession`. These methods allow you to count and
retrieve outstanding row errors when configuring sessions with `AUTO_FLUSH_BACKGROUND`.
- New server-level metrics allow you to monitor CPU usage and context switching.
- Kudu now builds on RHEL 7, CentOS 7, and SLES 12. Extra instructions are included
for SLES 12.
[[rn_0.7.0_fixed_issues]]
=== Fixed Issues
- https://issues.cloudera.org/browse/KUDU-1288[KUDU-1288] fixes a severe file descriptor
leak, which could previously only be resolved by restarting the tablet server.
- https://issues.cloudera.org/browse/KUDU-1250[KUDU-1250] fixes a hang in the Java
client when processing an in-flight batch and the previous batch encountered an error.
[[rn_0.7.0_changes]]
=== Other noteworthy changes
- The file block manager's performance was improved, but it is still not recommended for
real-world use.
- The master now attempts to spread tablets more evenly across the cluster during
table creation. This has no impact on existing tables, but will improve the speed
at which under-replicated tabletsare re-replicated after a tablet server failure.
- All licensing documents have been modified to adhere to ASF guidelines.
- Kudu now requires an out-of-tree build directory. Review the build instructions
for additional information.
- The `C++` client library is now explicitly built against the
link:https://gcc.gnu.org/onlinedocs/libstdc++/manual/using_dual_abi.html[old gcc5 ABI].
If you use gcc5 to build a Kudu application, your application must use the old ABI
as well. This is typically achieved by defining the `_GLIBCXX_USE_CXX11_ABI` macro
at compile-time when building your application. For more information, see the
previous link and link:http://developerblog.redhat.com/2015/02/05/gcc5-and-the-c11-abi/.
- The Python client is no longer considered experimental.
=== Limitations
See also <<beta_limitations>>. Where applicable, this list adds to or overrides that
list.
==== Operating System Limitations
* Kudu 0.7 is known to work on RHEL 7 or 6.4 or newer, CentOS 7 or 6.4 or newer, Ubuntu
Trusty, and SLES 12. Other operating systems may work but have not been tested.
[[rn_0.6.0]]
== Release notes specific to 0.6.0
The 0.6.0 release contains incremental improvements and bug fixes. The most notable
changes are:
- The Java client's CreateTableBuilder and AlterTableBuilder classes have been renamed
to CreateTableOptions and AlterTableOptions. Their methods now also return `this` objects,
allowing them to be used as builders.
- The Java client's AbstractKuduScannerBuilder#maxNumBytes() setter is now called
batchSizeBytes as is the corresponding property in AsyncKuduScanner. This makes it
consistent with the C++ client.
- The "kudu-admin" tool can now list and delete tables via its new subcommands
"list_tables" and "delete_table <table_name>".
- OSX is now supported for single-host development. Please consult its specific installation
instructions in link:installation.html#osx_from_source[OS X].
=== Limitations
See also <<beta_limitations>>. Where applicable, this list adds to or overrides that
list.
==== Operating System Limitations
* Kudu 0.6 is known to work on RHEL 6.4 or newer, CentOS 6.4 or newer, and Ubuntu
Trusty. Other operating systems may work but have not been tested.
==== API Limitations
* The Python client is still considered experimental.
[[rn_0.5.0]]
== Release Notes Specific to 0.5.0
=== Limitations
See also <<beta_limitations>>. Where applicable, this list adds to or overrides that
list.
==== Operating System Limitations
* Kudu 0.5 is known to work on RHEL 7 or 6.4 or newer, CentOS 7 or 6.4 or newer, Ubuntu
Trusty, and SLES 12. Other operating systems may work but have not been tested.
==== API Limitations
* The Python client is considered experimental.
== About the Kudu Public Beta
This release of Kudu is a public beta. Do not run this beta release on production clusters.
During the public beta period, Kudu will be supported via a
link:https://issues.cloudera.org/projects/KUDU[public JIRA] and a public
link:http://mail-archives.apache.org/mod_mbox/kudu-user/[mailing list], which will be
monitored by the Kudu development team and community members. Commercial support
is not available at this time.
* You can submit any issues or feedback related to your Kudu experience via either
the JIRA system or the mailing list. The Kudu development team and community members
will respond and assist as quickly as possible.
* The Kudu team will work with early adopters to fix bugs and release new binary drops
when fixes or features are ready. However, we cannot commit to issue resolution or
bug fix delivery times during the public beta period, and it is possible that some
fixes or enhancements will not be selected for a release.
* We can't guarantee time frames or contents for future beta code drops. However,
they will be announced to the user group when they occur.
* No guarantees are made regarding upgrades from this release to follow-on releases.
While multiple drops of beta code are planned, we can't guarantee their schedules
or contents.
[[beta_limitations]]
=== Limitations of the Kudu Public Beta
Items in this list may be amended or superseded by limitations listed in the release
notes for specific Kudu releases above.
==== Schema Limitations
* Kudu is primarily designed for analytic use cases and, in the beta release,
you are likely to encounter issues if a single row contains multiple kilobytes of data.
* The columns which make up the primary key must be listed first in the schema.
* Key columns cannot be altered. You must drop and recreate a table to change its keys.
* Key columns must not be null.
* Columns with `DOUBLE`, `FLOAT`, or `BOOL` types are not allowed as part of a
primary key definition.
* Type and nullability of existing columns cannot be changed by altering the table.
* A table’s primary key cannot be changed.
* Dropping a column does not immediately reclaim space. Compaction must run first.
There is no way to run compaction manually, but dropping the table will reclaim the
space immediately.
==== Ingest Limitations
* Ingest via Sqoop or Flume is not supported in the public beta. The recommended
approach for bulk ingest is to use Impala’s `CREATE TABLE AS SELECT` functionality
or use the Kudu Java or C++ API.
* Tables must be manually pre-split into tablets using simple or compound primary
keys. Automatic splitting is not yet possible. See
link:schema_design.html[Schema Design].
* Tablets cannot currently be merged. Instead, create a new table with the contents
of the old tables to be merged.
==== Replication and Backup Limitations
* Replication and failover of Kudu masters is considered experimental. It is
recommended to run a single master and periodically perform a manual backup of
its data directories.
==== Impala Limitations
* To use Kudu with Impala, you must install a special release of Impala called
Impala_Kudu. Obtaining and installing a compatible Impala release is detailed in Kudu's
link:kudu_impala_integration.html[Impala Integration] documentation.
* To use Impala_Kudu alongside an existing Impala instance, you must install using parcels.
* Updates, inserts, and deletes via Impala are non-transactional. If a query
fails part of the way through, its partial effects will not be rolled back.
* All queries will be distributed across all Impala hosts which host a replica
of the target table(s), even if a predicate on a primary key could correctly
restrict the query to a single tablet. This limits the maximum concurrency of
short queries made via Impala.
* No timestamp and decimal type support.
* The maximum parallelism of a single query is limited to the number of tablets
in a table. For good analytic performance, aim for 10 or more tablets per host
or use large tables.
* Impala is only able to push down predicates involving `=`, `<=`, `>=`,
or `BETWEEN` comparisons between any column and a literal value, and `<` and `>`
for integer columns only. For example, for a table with an integer key `ts`, and
a string key `name`, the predicate `WHERE ts >= 12345` will convert into an
efficient range scan, whereas `where name > 'lipcon'` will currently fetch all
data from the table and evaluate the predicate within Impala.
==== Security Limitations
* Authentication and authorization are not included in the public beta.
* Data encryption is not included in the public beta.
==== Client and API Limitations
* Potentially-incompatible C++, Java and Python API changes may be required during the
public beta.
* `ALTER TABLE` is not yet fully supported via the client APIs. More `ALTER TABLE`
operations will become available in future betas.
==== Application Integration Limitations
* The Spark DataFrame implementation is not yet complete.
==== Other Known Issues
The following are known bugs and issues with the current beta release. They will
be addressed in later beta releases.
* Building Kudu from source using `gcc` 4.6 or 4.7 causes runtime and test failures. Be sure
you are using a different version of `gcc` if you build Kudu from source.
* If the Kudu master is configured with the `-log_fsync_all` option, tablet servers
and clients will experience frequent timeouts, and the cluster may become unusable.
* If a tablet server has a very large number of tablets, it may take several minutes
to start up. It is recommended to limit the number of tablets per server to 100 or fewer.
Consider this limitation when pre-splitting your tables. If you notice slow start-up times,
you can monitor the number of tablets per server in the web UI.
== Resources
- link:http://getkudu.io[Kudu Website]
- link:http://github.com/apache/incubator-kudu[Kudu GitHub Repository]
- link:index.html[Kudu Documentation]
== Installation Options
* A Quickstart VM is provided to get you up and running quickly.
* You can install Kudu using provided deb/yum packages.
* You can install Kudu, in clusters managed by Cloudera Manager, using parcels or deb/yum packages.
* You can build Kudu from source.
For full installation details, see link:installation.html[Kudu Installation].
== Next Steps
- link:quickstart.html[Kudu Quickstart]
- link:installation.html[Installing Kudu]
- link:configuration.html[Configuring Kudu]