I have a class in which I am populating a map liveSocketsByDatacenter
from a single background thread every 30 seconds and then I have a method getNextSocket
which will be called by multiple reader threads to get a live socket available which uses the same map to get this info.
public class SocketManager {
private static final Random random = new Random();
private final ScheduledExecutorService scheduler = Executors.newSingleThreadScheduledExecutor();
private final Map<Datacenters, List<SocketHolder>> liveSocketsByDatacenter = new HashMap<>();
private final ZContext ctx = new ZContext();
// Lazy Loaded Singleton Pattern
private static class Holder {
private static final SocketManager instance = new SocketManager();
}
public static SocketManager getInstance() {
return Holder.instance;
}
private SocketManager() {
connectToZMQSockets();
scheduler.scheduleAtFixedRate(new Runnable() {
public void run() {
updateLiveSockets();
}
}, 30, 30, TimeUnit.SECONDS);
}
private void connectToZMQSockets() {
Map<Datacenters, ImmutableList<String>> socketsByDatacenter = Utils.SERVERS;
for (Map.Entry<Datacenters, ImmutableList<String>> entry : socketsByDatacenter.entrySet()) {
List<SocketHolder> addedColoSockets = connect(entry.getKey(), entry.getValue(), ZMQ.PUSH);
liveSocketsByDatacenter.put(entry.getKey(), addedColoSockets);
}
}
private List<SocketHolder> connect(Datacenters colo, List<String> addresses, int socketType) {
List<SocketHolder> socketList = new ArrayList<>();
for (String address : addresses) {
try {
Socket client = ctx.createSocket(socketType);
// Set random identity to make tracing easier
String identity = String.format("%04X-%04X", random.nextInt(), random.nextInt());
client.setIdentity(identity.getBytes(ZMQ.CHARSET));
client.setTCPKeepAlive(1);
client.setSendTimeOut(7);
client.setLinger(0);
client.connect(address);
SocketHolder zmq = new SocketHolder(client, ctx, address, true);
socketList.add(zmq);
} catch (Exception ex) {
// log error
}
}
return socketList;
}
// this method will be called by multiple threads to get the next live socket
public Optional<SocketHolder> getNextSocket() {
Optional<SocketHolder> liveSocket = Optional.absent();
List<Datacenters> dcs = Datacenters.getOrderedDatacenters();
for (Datacenters dc : dcs) {
liveSocket = getLiveSocket(liveSocketsByDatacenter.get(dc));
if (liveSocket.isPresent()) {
break;
}
}
return liveSocket;
}
private Optional<SocketHolder> getLiveSocket(final List<SocketHolder> listOfEndPoints) {
if (!CollectionUtils.isEmpty(listOfEndPoints)) {
Collections.shuffle(listOfEndPoints);
for (SocketHolder obj : listOfEndPoints) {
if (obj.isLive()) {
return Optional.of(obj);
}
}
}
return Optional.absent();
}
private void updateLiveSockets() {
Map<Datacenters, ImmutableList<String>> socketsByDatacenter = Utils.SERVERS;
for (Entry<Datacenters, ImmutableList<String>> entry : socketsByDatacenter.entrySet()) {
List<SocketHolder> liveSockets = liveSocketsByDatacenter.get(entry.getKey());
List<SocketHolder> liveUpdatedSockets = new ArrayList<>();
for (SocketHolder liveSocket : liveSockets) {
Socket socket = liveSocket.getSocket();
String endpoint = liveSocket.getEndpoint();
Map<byte[], byte[]> holder = populateMap();
boolean status = SendToSocket.getInstance().execute(3, holder, socket);
boolean isLive = (status) ? true : false;
SocketHolder zmq = new SocketHolder(socket, liveSocket.getContext(), endpoint, isLive);
liveUpdatedSockets.add(zmq);
}
liveSocketsByDatacenter.put(entry.getKey(), liveUpdatedSockets);
}
}
}
As you can see in my above class:
- From a single background thread which runs every 30 seconds, I populate
liveSocketsByDatacenter
map with all the live sockets.
- And then from multiple threads, I call
getNextSocket
method to give me live socket available which uses liveSocketsByDatacenter
map to get the required information.
Is my above code thread safe and all the reader threads will see liveSocketsByDatacenter
accurately? Since I am modifying liveSocketsByDatacenter
map every 30 seconds from a single background thread and then from a lot of reader threads, I am calling getNextSocket
method so I am not sure if I did anything wrong here.
It looks like there might be a thread safety issue in my "getLiveSocket" method as every read gets a shared ArrayList
out of the map and shuffles it? And there might be few more places as well which I might have missed. What is the best way to fix these thread safety issues in my code?
If there is any better way to rewrite this, then I am open for that as well.
To be thread-safe, your code must synchronize any access to all shared mutable state.
Here you share liveSocketsByDatacenter
, an instance of HashMap
a non thread-safe implementation of a Map
that can potentially be concurrently read (by updateLiveSockets
and getNextSocket
) and modified (by connectToZMQSockets
and updateLiveSockets
) without synchronizing any access which is already enough to make your code non thread safe. Moreover, the values of this Map
are instances of ArrayList
a non thread-safe implementation of a List
that can also potentially be concurrently read (by getNextSocket
and updateLiveSockets
) and modified (by getLiveSocket
more precisely by Collections.shuffle
).
The simple way to fix your 2 thread safety issues could be to:
- use a
ConcurrentHashMap
instead of a HashMap
for your variable liveSocketsByDatacenter
as it is a natively thread safe implementation of a Map
.
- put the unmodifiable version of your
ArrayList
instances as value of your map using Collections.unmodifiableList(List<? extends T> list)
, your lists would then be immutable so thread safe.
For example:
liveSocketsByDatacenter.put(
entry.getKey(), Collections.unmodifiableList(liveUpdatedSockets)
);`
- rewrite your method
getLiveSocket
to avoid calling Collections.shuffle
directly on your list, you could for example shuffle only the list of live sockets instead of all sockets or use a copy of your list (with for example new ArrayList<>(listOfEndPoints)
) instead of the list itself.
For example:
private Optional<SocketHolder> getLiveSocket(final List<SocketHolder> listOfEndPoints) {
if (!CollectionUtils.isEmpty(listOfEndPoints)) {
// The list of live sockets
List<SocketHolder> liveOnly = new ArrayList<>(listOfEndPoints.size());
for (SocketHolder obj : listOfEndPoints) {
if (obj.isLive()) {
liveOnly.add(obj);
}
}
if (!liveOnly.isEmpty()) {
// The list is not empty so we shuffle it an return the first element
Collections.shuffle(liveOnly);
return Optional.of(liveOnly.get(0));
}
}
return Optional.absent();
}
For #1 as you seem to frequently read and rarely (only once every 30 seconds) modify your map, you could consider to rebuild your map then share its immutable version (using Collections.unmodifiableMap(Map<? extends K,? extends V> m)
) every 30 seconds, this approach is very efficient in mostly read scenario as you no longer pay the price of any synchronization mechanism to access to the content of your map.
Your code would then be:
// Your variable is no more final, it is now volatile to ensure that all
// threads will see the same thing at all time by getting it from
// the main memory instead of the CPU cache
private volatile Map<Datacenters, List<SocketHolder>> liveSocketsByDatacenter
= Collections.unmodifiableMap(new HashMap<>());
private void connectToZMQSockets() {
Map<Datacenters, ImmutableList<String>> socketsByDatacenter = Utils.SERVERS;
// The map in which I put all the live sockets
Map<Datacenters, List<SocketHolder>> liveSockets = new HashMap<>();
for (Map.Entry<Datacenters, ImmutableList<String>> entry :
socketsByDatacenter.entrySet()) {
List<SocketHolder> addedColoSockets = connect(
entry.getKey(), entry.getValue(), ZMQ.PUSH
);
liveSockets.put(entry.getKey(), Collections.unmodifiableList(addedColoSockets));
}
// Set the new content of my map as an unmodifiable map
this.liveSocketsByDatacenter = Collections.unmodifiableMap(liveSockets);
}
public Optional<SocketHolder> getNextSocket() {
// For the sake of consistency make sure to use the same map instance
// in the whole implementation of my method by getting my entries
// from the local variable instead of the member variable
Map<Datacenters, List<SocketHolder>> liveSocketsByDatacenter =
this.liveSocketsByDatacenter;
...
}
...
// Added the modifier synchronized to prevent concurrent modification
// it is needed because to build the new map we first need to get the
// old one so both must be done atomically to prevent concistency issues
private synchronized void updateLiveSockets() {
// Initialize my new map with the current map content
Map<Datacenters, List<SocketHolder>> liveSocketsByDatacenter =
new HashMap<>(this.liveSocketsByDatacenter);
Map<Datacenters, ImmutableList<String>> socketsByDatacenter = Utils.SERVERS;
// The map in which I put all the live sockets
Map<Datacenters, List<SocketHolder>> liveSockets = new HashMap<>();
for (Entry<Datacenters, ImmutableList<String>> entry : socketsByDatacenter.entrySet()) {
...
liveSockets.put(entry.getKey(), Collections.unmodifiableList(liveUpdatedSockets));
}
// Set the new content of my map as an unmodifiable map
this.liveSocketsByDatacenter = Collections.unmodifiableMap(liveSocketsByDatacenter);
}
Your field liveSocketsByDatacenter
could also be of type AtomicReference<Map<Datacenters, List<SocketHolder>>>
, it would then be final
, your map will still be stored in a volatile
variable but within the class AtomicReference
.
The previous code would then be:
private final AtomicReference<Map<Datacenters, List<SocketHolder>>> liveSocketsByDatacenter
= new AtomicReference<>(Collections.unmodifiableMap(new HashMap<>()));
...
private void connectToZMQSockets() {
...
// Update the map content
this.liveSocketsByDatacenter.set(Collections.unmodifiableMap(liveSockets));
}
public Optional<SocketHolder> getNextSocket() {
// For the sake of consistency make sure to use the same map instance
// in the whole implementation of my method by getting my entries
// from the local variable instead of the member variable
Map<Datacenters, List<SocketHolder>> liveSocketsByDatacenter =
this.liveSocketsByDatacenter.get();
...
}
// Added the modifier synchronized to prevent concurrent modification
// it is needed because to build the new map we first need to get the
// old one so both must be done atomically to prevent concistency issues
private synchronized void updateLiveSockets() {
// Initialize my new map with the current map content
Map<Datacenters, List<SocketHolder>> liveSocketsByDatacenter =
new HashMap<>(this.liveSocketsByDatacenter.get());
...
// Update the map content
this.liveSocketsByDatacenter.set(Collections.unmodifiableMap(liveSocketsByDatacenter));
}
As you can read in detail e.g. here, if multiple threads access a hash map concurrently, and at least one of the threads modifies the map structurally, it must be synchronized externally to avoid an inconsistent view of the contents.
So to be thread safe you should use either Java Collections synchronizedMap() method or a ConcurrentHashMap.
//synchronizedMap
private final Map<Datacenters, List<SocketHolder>> liveSocketsByDatacenter = Collections.synchronizedMap(new HashMap<Datacenters, List<SocketHolder>>());
or
//ConcurrentHashMap
private final Map<Datacenters, List<SocketHolder>> liveSocketsByDatacenter = new ConcurrentHashMap<Datacenters, List<SocketHolder>>();
As you have very highly concurrent application modifying and reading key value in different threads, you should also have a look at the Producer-Consumer principle, e.g. here.
It seems, that you can safely use ConcurrentHashMap
here instead of regular HashMap
and it should work.
In your current approach, using regular HashMap, you need to have synchronization of methods:
getNextSocket
, connectToZMQSockets
and updateLiveSockets
(everywhere you update or read the HashMap) like a sychronized
word before those methods or other lock on a monitor common for all these methods - And this is not because of ConcurrentModificationException
, but because without synchornization reading threads can see not updated values.
There is also problem with concurrent modification in the getLiveSocket, one of the simplest way to avoid this problem is to copy the listOfEndpoints to a new list before shuffle, like this:
private Optional<SocketHolder> getLiveSocket(final List<SocketHolder> endPoints) {
List<SocketHolder> listOfEndPoints = new ArrayList<SocketHolder>(endPoints);
if (!CollectionUtils.isEmpty(listOfEndPoints)) {
Collections.shuffle(listOfEndPoints);
for (SocketHolder obj : listOfEndPoints) {
if (obj.isLive()) {
return Optional.of(obj);
}
}
}
return Optional.absent();
}
Using ConcurrentHashMap should make your code threadsafe. Alternatively use synchronized methods to access existing hashmap.