legion-0.9.0.0: src/Network/Legion/Distribution.hs
{-# LANGUAGE DeriveGeneric #-}
{-# LANGUAGE GeneralizedNewtypeDeriving #-}
{- |
This module defines the data structures and functions used for handling the
key space distribution.
-}
module Network.Legion.Distribution (
ParticipationDefaults,
Peer,
empty,
modify,
findPartition,
rebalanceAction,
RebalanceAction(..),
newPeer,
minimumCompleteServiceSet,
) where
import Prelude hiding (null)
import Control.Monad.IO.Class (MonadIO)
import Data.Aeson (ToJSON, toJSON, object, (.=))
import Data.Binary (Binary)
import Data.Function (on)
import Data.List (sort, sortBy)
import Data.Map (Map)
import Data.Monoid ((<>))
import Data.Set (Set)
import Data.Text (pack)
import Data.UUID (UUID)
import GHC.Generics (Generic)
import Network.Legion.KeySet (KeySet, member, (\\), null)
import Network.Legion.PartitionKey (PartitionKey)
import Network.Legion.UUID (getUUID)
import Text.Read (readPrec)
import qualified Data.Map as Map
import qualified Data.Set as Set
import qualified Network.Legion.KeySet as KS
{- |
The way to identify a peer.
-}
newtype Peer = Peer UUID deriving (Binary, Eq, Ord)
instance Read Peer where
readPrec = Peer <$> readPrec
instance Show Peer where
showsPrec n (Peer uuid) = showsPrec n uuid
{- |
The distribution of partitions and partition replicas among the cluster.
-}
newtype ParticipationDefaults = D {
unD :: [(KeySet, Set Peer)]
} deriving (Show, Binary)
instance ToJSON ParticipationDefaults where
toJSON (D dist) = object [
pack (show ks) .= Set.map show peers
| (ks, peers) <- dist
]
{- | Constuct a distribution that contains no partitions. -}
empty :: ParticipationDefaults
empty = D []
{- | Find the peers that own the specified partition. -}
findPartition :: PartitionKey -> ParticipationDefaults -> Set Peer
findPartition k d =
case [ps | (ks, ps) <- unD d, k `member` ks] of
[ps] -> ps
_ -> error
$ "No exact mach for key in distribution. This means there is a bug in "
++ "the module `Network.Legion.Distribution`. Please report this bug "
++ "via github: " ++ show (k, d)
{- | Find a solution to the minimum complete service set. -}
minimumCompleteServiceSet :: ParticipationDefaults -> Set Peer
minimumCompleteServiceSet defs = Set.fromList [
p
| (_, peers) <- unD defs
, Just (p, _) <- [Set.minView peers]
]
{- |
Modify the default participation for the key set.
-}
modify
:: (Set Peer -> Set Peer)
-> KeySet
-> ParticipationDefaults
-> ParticipationDefaults
modify fun keyset =
{-
doModify can produce key ranges that contain zero keys, which is
why the `filter`.
-}
D . filter (not . null . fst) . doModify keyset . unD
where
doModify ks [] = [(ks, fun Set.empty)]
doModify ks ((r, ps):dist) =
let {
unaffected = r \\ ks;
affected = r \\ unaffected;
remaining = ks \\ affected;
} in
(unaffected, ps):(affected, fun ps):doModify remaining dist
{- |
Return the best action, if any, that should be taken to rebalance an
unbalanced distribution, along with the resulting distribution.
-}
rebalanceAction
:: Set Peer {- ^ The set of all peers in the cluster. -}
-> ParticipationDefaults
-> (RebalanceAction, ParticipationDefaults)
rebalanceAction allPeers distribution =
let
action = underServed <> overServed <> underUtilized
newDist = case action of
NoAction -> D dist
Invite peer ks -> modify (Set.insert peer) ks (D dist)
Drop peer ks -> modify (Set.delete peer) ks (D dist)
in (action, newDist)
where
{- | Remove any defunct peers from the distribution. -}
dist =
let
distPeers = Set.unions (snd <$> unD distribution)
defunct = distPeers Set.\\ allPeers
in
unD (modify (Set.\\ defunct) KS.full distribution)
{- |
Figure out if there are any under-served partitions and also figure
out if this peer is the best candidate to service them . "Under
served" means that the partition isn't replicated enough times,
where "enough" is the magic number 3.
-}
underServed :: RebalanceAction
underServed =
let
underserved = [
(ks, ps)
| (ks, ps) <- dist
, Set.size ps < 3
]
mostUnderserved = sortBy (compare `on` Set.size . snd) underserved
in case mostUnderserved of
[] -> NoAction
(ks, ps):_ ->
let
{- |
Any peer that is not currently servicing the keyspace
segment is a candidate.
-}
candidateHosts = Set.toAscList (allPeers Set.\\ ps)
{- |
The best candidate is the one that currently has the
least load.
-}
bestHosts = sort [(load p, p) | p <- candidateHosts]
in case bestHosts of
(currentLoad, candidate):_ ->
{-
Don't be too eager to take on too much additional
load, because if we take more than our fair share, then
the extra is just going to get rebalanced away almost
immediately, leading to inefficiency.
-}
let
additionalLoad :: KeySet
additionalLoad = KS.take (idealLoad - currentLoad) ks
in Invite candidate additionalLoad
_ -> NoAction
{- |
Figure out if there are any partitions being over served and also
figure out if we are the best candidate to drop them. "Over served"
means that the partition it replicated too many times. "Too many times"
is anything over the magic number, 3.
-}
overServed :: RebalanceAction
overServed =
let
{- | 'over' maps peers to the set of keys that peer should drop. -}
over :: Map Peer KeySet
over = Map.filter (not . KS.null) . Map.fromList $ [
(candidate, foldr KS.union KS.empty [
ks
| (ks, ps) <- dist
, Set.size ps > 3
, best:_ <- [sortBy (flip compare `on` load) (Set.toList ps)]
, best == candidate
])
| candidate <- Set.toList allPeers
]
in case Map.toAscList over of
[] -> NoAction
(peer, ks):_ -> Drop peer ks
{- |
Figure out which peer is most underutilized with respect to the
rest of the cluster and also what keys that peer should begin to
serve to correct the underutilization.
-}
underUtilized :: RebalanceAction
underUtilized =
let
under = sortBy (compare `on` load) [
p
| p <- Set.toList allPeers
, load p + 1 < idealLoad
]
over = sortBy (flip compare `on` load) [
p
| p <- Set.toList allPeers
, load p > idealLoad
]
in case (under, over) of
(u:_, o:_) | u /= o ->
{-
Figure out which keys to take, which is a selection of
the difference between them large enough to move the under
utilized peer up to the ideal load.
-}
let
difference = (servicedBy o \\ servicedBy u)
keys = KS.take (idealLoad - load u) difference
in Invite u keys
_ -> NoAction
{- | Figure out how much load a peer is servicing. -}
load :: Peer -> Integer
load = KS.size . servicedBy
{- | The ideal load for each peer. -}
idealLoad :: Integer
idealLoad =
let
total = KS.size KS.full * 3
numPeers = toInteger (Set.size allPeers)
in (total `div` numPeers) + 1
{- | Figure out the keyspace serviced by a peer. -}
servicedBy :: Peer -> KeySet
servicedBy p = foldr KS.union KS.empty [
ks
| (ks, ps) <- dist
, p `Set.member` ps
]
{- | The actions that are taken in order to build a balanced cluster. -}
data RebalanceAction
= Invite Peer KeySet
| Drop Peer KeySet
| NoAction
deriving (Show, Generic)
instance Binary RebalanceAction
instance Monoid RebalanceAction where
mempty = NoAction
mappend NoAction a = a
mappend a _ = a
{- |
Create a new peer.
-}
newPeer :: (MonadIO m) => m Peer
newPeer = Peer <$> getUUID