MongoDB Tag aware sharding – Controlling Collection Distribution
Shard tagging is a new feature in MongoDB version 2.2.0. It’s supposed to force writes to go to a local data center, but it can also be used to pin a collection to a shard or set of shards.
Note: to try this out, you’ll have to use 2.2.0-rc0 or greater.
To play with this feature, first you’ll need to spin up a sharded cluster:
> sharding = new ShardingTest({shards:3,chunksize:1})
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This command will start up 3 shards, a config server, and a mongos. It’ll also start spewing out the logs from all the servers into stdout, so I recommend putting this shell aside and using a different one from here on in.
Start up a new shell and connect to the mongos (defaults to port 30999) and create some sharded collections and data to play with:
> // remember, different shell
> conn = new Mongo("localhost:30999")
> db = conn.getDB("villains")
>
> // shard db
> sh.enableSharding("villains")
>
> // shard collections
> sh.shardCollection("villains.joker", {jokes:1});
> sh.shardCollection("villains.two-face", {luck:1});
> sh.shardCollection("villains.poison ivy", {flora:1});
>
> // add data
> for (var i=0; i<100000; i++) { db.joker.insert({jokes: Math.random(), count: i, time: new Date()}); }
> for (var i=0; i<100000; i++) { db["two-face"].insert({luck: Math.random(), count: i, time: new Date()}); }
> for (var i=0; i<100000; i++) { db["poison ivy"].insert({flora: Math.random(), count: i, time: new Date()}); }
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Now we have 3 shards and 3 villains. If you look at where the chunks are, you should see that they’re pretty evenly spread out amongst the shards:
> use config
> db.chunks.find({ns: "villains.joker"}, {shard:1, _id:0}).sort({shard:1})
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
> db.chunks.find({ns: "villains.two-face"}, {shard:1, _id:0}).sort({shard:1})
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
> db.chunks.find({ns: "villains.poison ivy"}, {shard:1, _id:0}).sort({shard:1})
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
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| Shard | Namespace |
|---|---|
shard0000 |
“villains.joker” |
shard0001 |
“villains.two-face” |
shard0002 |
“villains.poison ivy” |
However, villains tend to not play well with others, so we’d like to separate the collections: 1 villain per shard. Our goal:
To accomplish this, we’ll use tags. A tag describes a property of a shard, any property (they’re very flexible). So, you might tag a shard as “fast” or “slow” or “east coast” or “rackspace”.
In this example, we want to mark a shard as belonging to a certain villain, so we’ll add villains’ nicknames as tags.
> sh.addShardTag("shard0000", "mr. j")
> sh.addShardTag("shard0001", "harv")
> sh.addShardTag("shard0002", "ivy")
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This says, “put any chunks tagged ‘mr. j’ on shard0000.”
The second thing we have to do is to make a rule, “For all chunks created in the villains.joker collection, give them the tag ‘mr. j’.” To do this, we can use the addTagRange helper:
> sh.addTagRange("villains.joker", {jokes:MinKey}, {jokes:MaxKey}, "mr. j")
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This says, “Mark every chunk in villains.joker with the ‘mr. j’ tag” (MinKey is negative infinity, MaxKey is positive infinity, so all of the chunks fall in this range).
Now let’s do the same thing for the other two collections:
> sh.addTagRange("villains.two-face", {luck:MinKey}, {luck:MaxKey}, "harv")
> sh.addTagRange("villains.poison ivy", {flora:MinKey}, {flora:MaxKey}, "ivy")
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Now wait a couple of minutes (it takes a little while for it to rebalance) and then look at the chunks for these collections.
> use config
> db.chunks.find({ns: "villains.joker"}, {shard:1, _id:0}).sort({shard:1})
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
> db.chunks.find({ns: "villains.two-face"}, {shard:1, _id:0}).sort({shard:1})
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
> db.chunks.find({ns: "villains.poison ivy"}, {shard:1, _id:0}).sort({shard:1})
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
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Scaling with Tags
Obviously, Two-Face isn’t very happy with this arrangement and immediately requests two servers for his data. We can move the Joker and Poison Ivy’s collections to one shard and expand Harvey’s to two by manipulating tags:
> // move Poison Ivy to shard0000
> sh.addShardTag("shard0000", "ivy")
> sh.removeShardTag("shard0002", "ivy")
>
> // expand Two-Face to shard0002
> sh.addShardTag("shard0002", "harv")
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Now if you wait a couple minutes and look at the chunks, you’ll see that Two-Face’s collection is distributed across 2 shards and the other two collections are on shard0000.
> db.chunks.find({ns: "villains.poison ivy"}, {shard:1, _id:0}).sort({shard:1})
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
{ "shard" : "shard0000" }
> db.chunks.find({ns: "villains.two-face"}, {shard:1, _id:0}).sort({shard:1})
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0001" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
{ "shard" : "shard0002" }
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> sh.addShardTag("shard0001", "spinning")
> sh.addShardTag("shard0002", "ssd")
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However, this still isn’t quite right for Harvey, he’d like one shard to be good and one to be bad. Let’s say we take advantage of Amazon’s new offering and replace shard0002 with SSDs. Then we divide up the traffic: send 50% of Harvey’s writes to the SSD shard and 50% to the spinning disk shard. First, we’ll add tags to the shards, describing them:
The value of the “luck” field is between 0 and 1, so we want to say, “If luck < .5, send this to the spinning disk. If luck >= .5, send to the SSD.”
> sh.addTagRange("villains.two-face", {luck:MinKey}, {luck:.5}, "spinning")
> sh.addTagRange("villains.two-face", {luck:.5}, {luck:MaxKey}, "ssd")
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Now “bad luck” docs will be written to the slow disk and “good luck” documents will be written to SSD.
As we add new servers, we can control what kind of load they get. Tagging gives operators a ton of control over what collections go where.
> // load the script
> load("batman.js")
> // put foo on bar
> db.foo.home("bar")
> // put baz on bar
> db.baz.home("bar")
> // move foo to bat
> db.foo.home("bat")
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