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Posted to commits@zookeeper.apache.org by ph...@apache.org on 2017/12/03 20:12:16 UTC
[21/51] [partial] zookeeper git commit: Added documentation page and
reworked docs instructions to address jekyll issue #6586
http://git-wip-us.apache.org/repos/asf/zookeeper/blob/af1e0ff1/_released_docs/r3.1.2/zookeeperAdmin.pdf
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diff --git a/_released_docs/r3.1.2/zookeeperAdmin.pdf b/_released_docs/r3.1.2/zookeeperAdmin.pdf
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+ PDF</a>
+</div>
+<h1>ZooKeeper Internals</h1>
+<div id="minitoc-area">
+<ul class="minitoc">
+<li>
+<a href="#ch_Introduction">Introduction</a>
+</li>
+<li>
+<a href="#sc_atomicBroadcast">Atomic Broadcast</a>
+<ul class="minitoc">
+<li>
+<a href="#sc_guaranteesPropertiesDefinitions">Guarantees, Properties, and Definitions</a>
+</li>
+<li>
+<a href="#sc_leaderElection">Leader Activation</a>
+</li>
+<li>
+<a href="#sc_activeMessaging">Active Messaging</a>
+</li>
+<li>
+<a href="#sc_summary">Summary</a>
+</li>
+<li>
+<a href="#sc_comparisons">Comparisons</a>
+</li>
+</ul>
+</li>
+<li>
+<a href="#sc_logging">Logging</a>
+<ul class="minitoc">
+<li>
+<a href="#sc_developerGuidelines">Developer Guidelines</a>
+<ul class="minitoc">
+<li>
+<a href="#sc_rightLevel">Logging at the Right Level</a>
+</li>
+<li>
+<a href="#sc_log4jIdioms">Use of Standard log4j Idioms</a>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+
+
+
+
+
+<a name="N10009"></a><a name="ch_Introduction"></a>
+<h2 class="h3">Introduction</h2>
+<div class="section">
+<p>This document contains information on the inner workings of ZooKeeper.
+ So far, it discusses these topics:
+ </p>
+<ul>
+
+<li>
+<p>
+<a href="#sc_atomicBroadcast">Atomic Broadcast</a>
+</p>
+</li>
+
+<li>
+<p>
+<a href="#sc_logging">Logging</a>
+</p>
+</li>
+
+</ul>
+</div>
+
+
+<a name="N10022"></a><a name="sc_atomicBroadcast"></a>
+<h2 class="h3">Atomic Broadcast</h2>
+<div class="section">
+<p>
+At the heart of ZooKeeper is an atomic messaging system that keeps all of the servers in sync.</p>
+<a name="N1002B"></a><a name="sc_guaranteesPropertiesDefinitions"></a>
+<h3 class="h4">Guarantees, Properties, and Definitions</h3>
+<p>
+The specific guarantees provided by the messaging system used by ZooKeeper are the following:</p>
+<dl>
+
+
+<dt>
+<term>
+<em>Reliable delivery</em>
+</term>
+</dt>
+<dd>
+<p>If a message, m, is delivered
+by one server, it will be eventually delivered by all servers.</p>
+</dd>
+
+
+<dt>
+<term>
+<em>Total order</em>
+</term>
+</dt>
+<dd>
+<p> If a message is
+delivered before message b by one server, a will be delivered before b by all
+servers. If a and b are delivered messages, either a will be delivered before b
+or b will be delivered before a.</p>
+</dd>
+
+
+<dt>
+<term>
+<em>Causal order</em>
+</term>
+</dt>
+<dd>
+<p>
+If a message b is sent after a message a has been delivered by the sender of b,
+a must be ordered before b. If a sender sends c after sending b, c must be ordered after b.
+</p>
+</dd>
+
+
+</dl>
+<p>
+The ZooKeeper messaging system also needs to be efficient, reliable, and easy to
+implement and maintain. We make heavy use of messaging, so we need the system to
+be able to handle thousands of requests per second. Although we can require at
+least k+1 correct servers to send new messages, we must be able to recover from
+correlated failures such as power outages. When we implemented the system we had
+little time and few engineering resources, so we needed a protocol that is
+accessible to engineers and is easy to implement. We found that our protocol
+satisfied all of these goals.
+
+</p>
+<p>
+Our protocol assumes that we can construct point-to-point FIFO channels between
+the servers. While similar services usually assume message delivery that can
+lose or reorder messages, our assumption of FIFO channels is very practical
+given that we use TCP for communication. Specifically we rely on the following property of TCP:</p>
+<dl>
+
+
+<dt>
+<term>
+<em>Ordered delivery</em>
+</term>
+</dt>
+<dd>
+<p>Data is delivered in the same order it is sent and a message m is
+delivered only after all messages sent before m have been delivered.
+(The corollary to this is that if message m is lost all messages after m will be lost.)</p>
+</dd>
+
+
+<dt>
+<term>
+<em>No message after close</em>
+</term>
+</dt>
+<dd>
+<p>Once a FIFO channel is closed, no messages will be received from it.</p>
+</dd>
+
+
+</dl>
+<p>
+FLP proved that consensus cannot be achieved in asynchronous distributed systems
+if failures are possible. To ensure we achieve consensus in the presence of failures
+we use timeouts. However, we rely on times for liveness not for correctness. So,
+if timeouts stop working (clocks malfunction for example) the messaging system may
+hang, but it will not violate its guarantees.</p>
+<p>When describing the ZooKeeper messaging protocol we will talk of packets,
+proposals, and messages:</p>
+<dl>
+
+<dt>
+<term>
+<em>Packet</em>
+</term>
+</dt>
+<dd>
+<p>a sequence of bytes sent through a FIFO channel</p>
+</dd>
+<dt>
+<term>
+<em>Proposal</em>
+</term>
+</dt>
+<dd>
+<p>a unit of agreement. Proposals are agreed upon by exchanging packets
+with a quorum of ZooKeeper servers. Most proposals contain messages, however the
+NEW_LEADER proposal is an example of a proposal that does not correspond to a message.</p>
+</dd>
+<dt>
+<term>
+<em>Message</em>
+</term>
+</dt>
+<dd>
+<p>a sequence of bytes to be atomically broadcast to all ZooKeeper
+servers. A message put into a proposal and agreed upon before it is delivered.</p>
+</dd>
+
+
+</dl>
+<p>
+As stated above, ZooKeeper guarantees a total order of messages, and it also
+guarantees a total order of proposals. ZooKeeper exposes the total ordering using
+a ZooKeeper transaction id (<em>zxid</em>). All proposals will be stamped with a zxid when
+it is proposed and exactly reflects the total ordering. Proposals are sent to all
+ZooKeeper servers and committed when a quorum of them acknowledge the proposal.
+If a proposal contains a message, the message will be delivered when the proposal
+is committed. Acknowledgement means the server has recorded the proposal to persistent storage.
+Our quorums have the requirement that any pair of quorum must have at least one server
+in common. We ensure this by requiring that all quorums have size (<em>n/2+1</em>) where
+n is the number of servers that make up a ZooKeeper service.
+</p>
+<p>
+The zxid has two parts: the epoch and a counter. In our implementation the zxid
+is a 64-bit number. We use the high order 32-bits for the epoch and the low order
+32-bits for the counter. Because it has two parts represent the zxid both as a
+number and as a pair of integers, (<em>epoch, count</em>). The epoch number represents a
+change in leadership. Each time a new leader comes into power it will have its
+own epoch number. We have a simple algorithm to assign a unique zxid to a proposal:
+the leader simply increments the zxid to obtain a unique zxid for each proposal.
+<em>Leadership activation will ensure that only one leader uses a given epoch, so our
+simple algorithm guarantees that every proposal will have a unique id.</em>
+
+</p>
+<p>
+ZooKeeper messaging consists of two phases:</p>
+<dl>
+
+<dt>
+<term>
+<em>Leader activation</em>
+</term>
+</dt>
+<dd>
+<p>In this phase a leader establishes the correct state of the system
+and gets ready to start making proposals.</p>
+</dd>
+
+
+<dt>
+<term>
+<em>Active messaging</em>
+</term>
+</dt>
+<dd>
+<p>In this phase a leader accepts messages to propose and coordinates message delivery.</p>
+</dd>
+
+</dl>
+<p>
+ZooKeeper is a holistic protocol. We do not focus on individual proposals, rather
+look at the stream of proposals as a whole. Our strict ordering allows us to do this
+efficiently and greatly simplifies our protocol. Leadership activation embodies
+this holistic concept. A leader becomes active only when a quorum of followers
+(The leader counts as a follower as well. You can always vote for yourself ) has synced
+up with the leader, they have the same state. This state consists of all of the
+proposals that the leader believes have been committed and the proposal to follow
+the leader, the NEW_LEADER proposal. (Hopefully you are thinking to
+yourself, <em>Does the set of proposals that the leader believes has been committed
+included all the proposals that really have been committed?</em> The answer is <em>yes</em>.
+Below, we make clear why.)
+</p>
+<a name="N100B9"></a><a name="sc_leaderElection"></a>
+<h3 class="h4">Leader Activation</h3>
+<p>
+Leader activation includes leader election. We currently have two leader election
+algorithms in ZooKeeper: LeaderElection and FastLeaderElection (AuthFastLeaderElection
+is a variant of FastLeaderElection that uses UDP and allows servers to perform a simple
+form of authentication to avoid IP spoofing). ZooKeeper messaging doesn't care about the
+exact method of electing a leader has long as the following holds:
+</p>
+<ul>
+
+
+<li>
+<p>The leader has seen the highest zxid of all the followers.</p>
+</li>
+
+<li>
+<p>A quorum of servers have committed to following the leader.</p>
+</li>
+
+
+</ul>
+<p>
+Of these two requirements only the first, the highest zxid amoung the followers
+needs to hold for correct operation. The second requirement, a quorum of followers,
+just needs to hold with high probability. We are going to recheck the second requirement,
+so if a failure happens during or after the leader election and quorum is lost,
+we will recover by abandoning leader activation and running another election.
+</p>
+<p>
+After leader election a single server will be designated as a leader and start
+waiting for followers to connect. The rest of the servers will try to connect to
+the leader. The leader will sync up with followers by sending any proposals they
+are missing, or if a follower is missing too many proposals, it will send a full
+snapshot of the state to the follower.
+</p>
+<p>
+There is a corner case in which a follower that has proposals, U, not seen
+by a leader arrives. Proposals are seen in order, so the proposals of U will have a zxids
+higher than zxids seen by the leader. The follower must have arrived after the
+leader election, otherwise the follower would have been elected leader given that
+it has seen a higher zxid. Since committed proposals must be seen by a quorum of
+servers, and a quorum of servers that elected the leader did not see U, the proposals
+of you have not been committed, so they can be discarded. When the follower connects
+to the leader, the leader will tell the follower to discard U.
+</p>
+<p>
+A new leader establishes a zxid to start using for new proposals by getting the
+epoch, e, of the highest zxid it has seen and setting the next zxid to use to be
+(e+1, 0), fter the leader syncs with a follower, it will propose a NEW_LEADER
+proposal. Once the NEW_LEADER proposal has been committed, the leader will activate
+and start receiving and issuing proposals.
+</p>
+<p>
+It all sounds complicated but here are the basic rules of operation during leader
+activation:
+</p>
+<ul>
+
+<li>
+<p>A follower will ACK the NEW_LEADER proposal after it has synced with the leader.</p>
+</li>
+
+<li>
+<p>A follower will only ACK a NEW_LEADER proposal with a given zxid from a single server.</p>
+</li>
+
+<li>
+<p>A new leader will COMMIT the NEW_LEADER proposal when a quorum of followers have ACKed it.</p>
+</li>
+
+<li>
+<p>A follower will commit any state it received from the leader when the NEW_LEADER proposal is COMMIT.</p>
+</li>
+
+<li>
+<p>A new leader will not accept new proposals until the NEW_LEADER proposal has been COMMITED.</p>
+</li>
+
+</ul>
+<p>
+If leader election terminates erroneously, we don't have a problem since the
+NEW_LEADER proposal will not be committed since the leader will not have quorum.
+When this happens, the leader and any remaining followers will timeout and go back
+to leader election.
+</p>
+<a name="N100F7"></a><a name="sc_activeMessaging"></a>
+<h3 class="h4">Active Messaging</h3>
+<p>
+Leader Activation does all the heavy lifting. Once the leader is coronated he can
+start blasting out proposals. As long as he remains the leader no other leader can
+emerge since no other leader will be able to get a quorum of followers. If a new
+leader does emerge,
+it means that the leader has lost quorum, and the new leader will clean up any
+mess left over during her leadership activation.
+</p>
+<p>ZooKeeper messaging operates similar to a classic two-phase commit.</p>
+<img alt="" src="images/2pc.png"><p>
+All communication channels are FIFO, so everything is done in order. Specifically
+the following operating constraints are observed:</p>
+<ul>
+
+
+<li>
+<p>The leader sends proposals to all followers using
+the same order. Moreover, this order follows the order in which requests have been
+received. Because we use FIFO channels this means that followers also receive proposals in order.
+</p>
+</li>
+
+
+<li>
+<p>Followers process messages in the order they are received. This
+means that messages will be ACKed in order and the leader will receive ACKs from
+followers in order, due to the FIFO channels. It also means that if message $m$
+has been written to non-volatile storage, all messages that were proposed before
+$m$ have been written to non-volatile storage.</p>
+</li>
+
+
+<li>
+<p>The leader will issue a COMMIT to all followers as soon as a
+quorum of followers have ACKed a message. Since messages are ACKed in order,
+COMMITs will be sent by the leader as received by the followers in order.</p>
+</li>
+
+
+<li>
+<p>COMMITs are processed in order. Followers deliver a proposals
+message when that proposal is committed.</p>
+</li>
+
+
+</ul>
+<a name="N1011E"></a><a name="sc_summary"></a>
+<h3 class="h4">Summary</h3>
+<p>So there you go. Why does it work? Specifically, why does is set of proposals
+believed by a new leader always contain any proposal that has actually been committed?
+First, all proposals have a unique zxid, so unlike other protocols, we never have
+to worry about two different values being proposed for the same zxid; followers
+(a leader is also a follower) see and record proposals in order; proposals are
+committed in order; there is only one active leader at a time since followers only
+follow a single leader at a time; a new leader has seen all committed proposals
+from the previous epoch since it has seen the highest zxid from a quorum of servers;
+any uncommited proposals from a previous epoch seen by a new leader will be committed
+by that leader before it becomes active.</p>
+<a name="N10127"></a><a name="sc_comparisons"></a>
+<h3 class="h4">Comparisons</h3>
+<p>
+Isn't this just Multi-Paxos? No, Multi-Paxos requires some way of assuring that
+there is only a single coordinator. We do not count on such assurances. Instead
+we use the leader activation to recover from leadership change or old leaders
+believing they are still active.
+</p>
+<p>
+Isn't this just Paxos? Your active messaging phase looks just like phase 2 of Paxos?
+Actually, to us active messaging looks just like 2 phase commit without the need to
+handle aborts. Active messaging is different from both in the sense that it has
+cross proposal ordering requirements. If we do not maintain strict FIFO ordering of
+all packets, it all falls apart. Also, our leader activation phase is different from
+both of them. In particular, our use of epochs allows us to skip blocks of uncommitted
+proposals and to not worry about duplicate proposals for a given zxid.
+</p>
+</div>
+
+
+
+<a name="N10134"></a><a name="sc_logging"></a>
+<h2 class="h3">Logging</h2>
+<div class="section">
+<p>
+ZooKeeper uses
+<a href="http://logging.apache.org/log4j">log4j</a>
+version 1.2 as its logging infrastructure. For information on configuring log4j for
+ZooKeeper, see the <a href="zookeeperAdmin.html#sc_logging">Logging</a> section
+of the <a href="zookeeperAdmin.html">ZooKeeper Administrator's Guide.</a>
+
+</p>
+<a name="N10149"></a><a name="sc_developerGuidelines"></a>
+<h3 class="h4">Developer Guidelines</h3>
+<p>Please follow these guidelines when submitting code. Patch reviewers will look for the following:</p>
+<a name="N10151"></a><a name="sc_rightLevel"></a>
+<h4>Logging at the Right Level</h4>
+<p>
+There are <a href="http://logging.apache.org/log4j/1.2/apidocs/org/apache/log4j/Level.html#FATAL">6 levels of logging in log4j</a>.
+It's important to pick the right one. In order of higher to lower severity:</p>
+<ol>
+
+<li>
+<p> FATAL level designates very severe error events that will presumably lead the application to abort</p>
+</li>
+
+<li>
+<p>ERROR level designates error events that might still allow the application to continue running.</p>
+</li>
+
+<li>
+<p>WARN level designates potentially harmful situations.</p>
+</li>
+
+<li>
+<p>INFO level designates informational messages that highlight the progress of the application at coarse-grained level.</p>
+</li>
+
+<li>
+<p>EBUG Level designates fine-grained informational events that are most useful to debug an application.</p>
+</li>
+
+<li>
+<p>TRACE Level designates finer-grained informational events than the DEBUG.</p>
+</li>
+
+</ol>
+<p>
+ZooKeeper is typically run in production such that log messages of INFO level
+severity and higher (more severe) are output to the log.</p>
+<a name="N1017C"></a><a name="sc_log4jIdioms"></a>
+<h4>Use of Standard log4j Idioms</h4>
+<p>
+<em>Static Message Logging</em>
+</p>
+<pre class="code">
+LOG.debug("process completed successfully!");
+</pre>
+<p>However when creating a message from a number of components (string
+concatenation), the log call should be wrapped with a "isXEnabled()" call. this
+eliminates the string concatenation overhead when debug level logging is not enabled.
+</p>
+<pre class="code">
+if (LOG.isDebugEnabled()) {
+ LOG.debug("got " + count + " messages in " + time + " minutes");
+}
+</pre>
+<p>
+<em>Naming</em>
+</p>
+<p>
+Loggers should be named after the class in which they are used. (See the
+<a href="http://logging.apache.org/log4j/1.2/faq.html#2.4">log4j faq</a>
+for reasons why this is a good idea.)
+</p>
+<pre class="code">
+public class Foo {
+ private static final Logger LOG = Logger.getLogger(Foo.class);
+ ....
+ public Foo() {
+ LOG.info("constructing Foo");
+</pre>
+<p>
+<em>Exception handling</em>
+</p>
+<pre class="code">
+try {
+ // code
+} catch (XYZException e) {
+ // do this
+ LOG.error("Something bad happened", e);
+ // don't do this (generally)
+ // LOG.error(e);
+ // why? because "don't do" case hides the stack trace
+
+ // continue process here as you need... recover or (re)throw
+}
+</pre>
+</div>
+
+
+<p align="right">
+<font size="-2"></font>
+</p>
+</div>
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+ |end content
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