add routing simulation
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@ -71,3 +71,24 @@ repositories have a non-git out of band signaling mechanism. This could,
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for example, be used by laptopB to tell laptopA that it's trying to send
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for example, be used by laptopB to tell laptopA that it's trying to send
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a file directly to laptopC. laptopA could then defer the upload to the
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a file directly to laptopC. laptopA could then defer the upload to the
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cloud for a while.
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cloud for a while.
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## syncing only requested content
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In some situations, nodes only want particular files, and not everything.
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(Or don't have the bandwidth to get everything.) A way to handle this,
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that should work in a fully ad-hoc, offline distributed network,
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suggested by Vincenzo Tozzi:
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* Nodes generate a request for a specific file they want, committed
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to git somewhere.
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* This request has a TTL (of eg 3).
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* When syncing, copy the requests that a node has, and decrease their TTL
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by 1. Requests with a TTL of 0 have timed out and are not copied.
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(So, requests are stored in git, but on eg, per-node branches.)
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* Only copy content to nodes that have a request for it (either one
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originating with them, or one they copied from another node).
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* Each request indicates the requesting node, so once no nodes have an
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active request for a particular file, it's ok to drop it from the
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transfer nodes (honoring numcopies etc of course).
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A simulation of a network using this method is in [[simroutes.hs]]
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250
doc/design/assistant/syncing/simroutes.hs
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250
doc/design/assistant/syncing/simroutes.hs
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@ -0,0 +1,250 @@
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-- Simulation of non-flood syncing of content, across a network of nodes.
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module Main where
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import System.Random
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import Control.Monad.Random
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import Control.Monad
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import Control.Applicative
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import Data.Ratio
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import Data.Ord
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import Data.List
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import qualified Data.Set as S
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{-
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- Tunable values
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-}
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totalFiles :: Int
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totalFiles = 10
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-- How likely is a given file to be wanted by any particular node?
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probabilityFilesWanted :: Probability
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probabilityFilesWanted = 0.10
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-- How many different locations can each transfer node move between?
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-- (Min, Max)
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transferDestinationsRange :: (Int, Int)
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transferDestinationsRange = (2, 5)
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-- Controls how likely transfer nodes are to move around in a given step
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-- of the simulation.
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-- (They actually move slightly less because they may start to move and
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-- pick the same location they are at.)
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-- (Min, Max)
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transferMoveFrequencyRange :: (Probability, Probability)
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transferMoveFrequencyRange = (0.10, 1.00)
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-- counts both immobile and transfer nodes as hops, so double Vince's
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-- theoretical TTL of 3.
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maxTTL :: TTL
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maxTTL = TTL 6
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minTTL :: TTL
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minTTL = TTL 1
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numImmobileNodes :: Int
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numImmobileNodes = 10
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numTransferNodes :: Int
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numTransferNodes = 20
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numSteps :: Int
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numSteps = 100
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-- IO code
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main = putStrLn . summarize =<< evalRandIO (simulate numSteps =<< genNetwork)
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-- Only pure code below :)
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data Network = Network [ImmobileNode] [TransferNode]
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deriving (Show, Eq)
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data ImmobileNode = ImmobileNode NodeRepo
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deriving (Show, Eq)
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-- Index in the Network's list of ImmobileNodes.
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type ImmobileNodeIdx = Int
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data TransferNode = TransferNode
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{ currentlocation :: ImmobileNodeIdx
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, possiblelocations :: [ImmobileNodeIdx]
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, movefrequency :: Probability
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, transferrepo :: NodeRepo
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}
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deriving (Show, Eq)
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data NodeRepo = NodeRepo
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{ wantFiles :: [Request]
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, haveFiles :: S.Set File
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}
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deriving (Show, Eq)
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data File = File Int
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deriving (Show, Eq, Ord)
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randomFile :: (RandomGen g) => Rand g File
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randomFile = File <$> getRandomR (0, totalFiles)
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data Request = Request File TTL
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deriving (Show)
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-- compare ignoring TTL
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instance Eq Request where
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(Request f1 _) == (Request f2 _) = f1 == f2
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requestedFile :: Request -> File
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requestedFile (Request f _) = f
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requestTTL :: Request -> TTL
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requestTTL (Request _ ttl) = ttl
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data TTL = TTL Int
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deriving (Show, Eq, Ord)
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incTTL :: TTL -> TTL
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incTTL (TTL t) = TTL (t + 1)
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decTTL :: TTL -> TTL
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decTTL (TTL t) = TTL (t - 1)
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staleTTL :: TTL -> Bool
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staleTTL (TTL t) = t < 1
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-- Origin of a request starts one higher than max, since the TTL
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-- will decrement the first time the Request is transferred to another node.
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originTTL :: TTL
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originTTL = incTTL maxTTL
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randomRequest :: (RandomGen g) => Rand g Request
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randomRequest = Request
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<$> randomFile
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<*> pure originTTL
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type Probability = Float
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randomProbability :: (RandomGen g) => Rand g Probability
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randomProbability = getRandomR (0, 1)
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simulate :: (RandomGen g) => Int -> Network -> Rand g Network
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simulate 0 net = return net
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simulate c net = simulate (c - 1) =<< step net
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-- Each step of the simulation, check if each TransferNode wants to move,
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-- and if so:
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-- 1. It and its current location exchange their Requests.
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-- 2. And they exchange any requested files.
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-- 3. Move it to a new random location.
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--
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-- Note: This implementation does not exchange requests between two
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-- TransferNodes that both arrive at the same location at the same step,
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-- and then move away in the next step.
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step :: (RandomGen g) => Network -> Rand g Network
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step (Network immobiles transfers) = go immobiles [] transfers
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where
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go is c [] = return (Network is c)
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go is c (t:ts) = do
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r <- randomProbability
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if movefrequency t <= r
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then do
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let (is1, (currentloc:is2)) = splitAt (currentlocation t) is
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let (currentloc', t') = exchangeRequestsFiles currentloc t
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t'' <- move t'
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go (is1 ++ currentloc' : is2) (c ++ [t'']) ts
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else go is (c ++ [t]) ts
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type Exchanger = ImmobileNode -> TransferNode -> (ImmobileNode, TransferNode)
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exchangeRequestsFiles :: Exchanger
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exchangeRequestsFiles (ImmobileNode ir) t@(TransferNode { transferrepo = tr }) =
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( ImmobileNode (go ir tr)
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, t { transferrepo = go tr ir }
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)
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where
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go r1 r2 = r1
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{ wantFiles = foldr addRequest (wantFiles r1) (wantFiles r2)
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, haveFiles = S.foldr (addFile (wantFiles r1)) (haveFiles r1) (haveFiles r2)
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}
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-- Adds a file to the set, when there's a request for it.
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addFile :: [Request] -> File -> S.Set File -> S.Set File
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addFile rs f fs
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| any (\r -> f == requestedFile r) rs = S.insert f fs
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| otherwise = fs
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-- Decrements TTL, and avoids adding request with a stale TTL, or a
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-- request for an already added file with the same or a lower TTL.
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addRequest :: Request -> [Request] -> [Request]
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addRequest (Request f ttl) rs
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| staleTTL ttl' = rs
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| any (\r -> requestTTL r >= ttl) similar = rs
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| otherwise = r' : other
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where
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ttl' = decTTL ttl
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r' = Request f ttl'
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(other, similar) = partition (/= r') rs
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move :: (RandomGen g) => TransferNode -> Rand g TransferNode
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move t = do
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newloc <- randomfrom (possiblelocations t)
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return $ t { currentlocation = newloc }
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genNetwork :: (RandomGen g) => Rand g Network
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genNetwork = do
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immobiles <- sequence (replicate numImmobileNodes mkImmobile)
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transfers <- sequence (replicate numTransferNodes (mkTransfer immobiles))
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return $ Network immobiles transfers
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mkImmobile :: (RandomGen g) => Rand g ImmobileNode
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mkImmobile = ImmobileNode <$> genrepo
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where
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genrepo = NodeRepo
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-- The files this node wants.
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-- Currently assumes each file is equally popular.
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<$> sequence (replicate (truncate (fromIntegral totalFiles * probabilityFilesWanted)) randomRequest)
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-- The files this node already has.
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--
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-- We'll assume equal production, so split the total
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-- number of files amoung the immobile nodes.
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-- (This will produce some duplication of files
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-- (consider birthday paradox), and some missing files.)
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--
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-- TODO: Some immobile nodes are internet connected,
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-- and these should all share their files automatically)
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-- (Also when running the sim.)
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<*> (S.fromList <$> sequence (replicate (totalFiles `div` numImmobileNodes) randomFile))
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mkTransfer :: (RandomGen g) => [ImmobileNode] -> Rand g TransferNode
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mkTransfer immobiles = do
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-- Transfer nodes are given random routes. May be simplistic.
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-- Also, some immobile nodes will not be serviced by any transfer nodes.
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numpossiblelocs <- getRandomR transferDestinationsRange
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possiblelocs <- sequence (replicate numpossiblelocs (randomfrom indexes))
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currentloc <- randomfrom possiblelocs
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movefreq <- getRandomR transferMoveFrequencyRange
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-- transfer nodes start out with no files or requests in their repo
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let repo = (NodeRepo [] S.empty)
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return $ TransferNode currentloc possiblelocs movefreq repo
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where
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indexes = [0..length immobiles - 1]
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randomfrom :: (RandomGen g) => [a] -> Rand g a
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randomfrom l = do
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i <- getRandomR (1, length l)
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return $ l !! (i - 1)
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summarize :: Network -> String
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summarize (Network is _ts) = unlines $ map (\(d, s) -> d ++ ": " ++ s)
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[ ("Total wanted files",
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show (sum (overis (length . findoriginreqs . wantFiles . repo))))
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, ("Wanted files that were not transferred to requesting node",
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show (sum (overis (S.size . findunsatisfied . repo))))
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--, ("List of files not transferred", show unsatisfied)
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, ("Immobile nodes at end", show is)
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]
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where
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findoriginreqs = filter (\r -> requestTTL r == originTTL)
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findunsatisfied r =
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let wantedfs = S.fromList $ map requestedFile (findoriginreqs (wantFiles r))
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in S.difference wantedfs (haveFiles r)
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repo (ImmobileNode r) = r
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overis f = map f is
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