Synnefo » snf-ganeti

{-| Implementation of cluster-wide logic.

This module holds all pure cluster-logic; I\/O related functionality

goes into the "Main" module for the individual binaries.

-}

{-

Copyright (C) 2009 Google Inc.

This program is free software; you can redistribute it and/or modify

it under the terms of the GNU General Public License as published by

the Free Software Foundation; either version 2 of the License, or

(at your option) any later version.

This program is distributed in the hope that it will be useful, but

WITHOUT ANY WARRANTY; without even the implied warranty of

MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU

General Public License for more details.

You should have received a copy of the GNU General Public License

along with this program; if not, write to the Free Software

Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA

02110-1301, USA.

-}

module Ganeti.HTools.Cluster

    (

     -- * Types

      Placement

    , AllocSolution

    , Table(..)

    , Score

    , IMove(..)

    , CStats(..)

    -- * Generic functions

    , totalResources

    -- * First phase functions

    , computeBadItems

    -- * Second phase functions

    , printSolution

    , printSolutionLine

    , formatCmds

    , printNodes

    -- * Balacing functions

    , checkMove

    , compCV

    , printStats

    -- * IAllocator functions

    , tryAlloc

    , tryReloc

    , collapseFailures

    ) where

import Data.List

import Text.Printf (printf)

import Data.Function

import Control.Monad

import qualified Ganeti.HTools.Container as Container

import qualified Ganeti.HTools.Instance as Instance

import qualified Ganeti.HTools.Node as Node

import Ganeti.HTools.Types

import Ganeti.HTools.Utils

-- * Types

-- | A separate name for the cluster score type.

type Score = Double

-- | The description of an instance placement.

type Placement = (Idx, Ndx, Ndx, Score)

-- | Allocation\/relocation solution.

type AllocSolution = ([FailMode], Int, Maybe (Score, AllocElement))

-- | Allocation\/relocation element.

type AllocElement = (Node.List, Instance.Instance, [Node.Node])

-- | An instance move definition

data IMove = Failover                -- ^ Failover the instance (f)

           | ReplacePrimary Ndx      -- ^ Replace primary (f, r:np, f)

           | ReplaceSecondary Ndx    -- ^ Replace secondary (r:ns)

           | ReplaceAndFailover Ndx  -- ^ Replace secondary, failover (r:np, f)

           | FailoverAndReplace Ndx  -- ^ Failover, replace secondary (f, r:ns)

             deriving (Show)

-- | The complete state for the balancing solution

data Table = Table Node.List Instance.List Score [Placement]

             deriving (Show)

data CStats = CStats { cs_fmem :: Int    -- ^ Cluster free mem

                     , cs_fdsk :: Int    -- ^ Cluster free disk

                     , cs_amem :: Int    -- ^ Cluster allocatable mem

                     , cs_adsk :: Int    -- ^ Cluster allocatable disk

                     , cs_acpu :: Int    -- ^ Cluster allocatable cpus

                     , cs_mmem :: Int    -- ^ Max node allocatable mem

                     , cs_mdsk :: Int    -- ^ Max node allocatable disk

                     , cs_mcpu :: Int    -- ^ Max node allocatable cpu

                     , cs_imem :: Int    -- ^ Instance used mem

                     , cs_idsk :: Int    -- ^ Instance used disk

                     , cs_icpu :: Int    -- ^ Instance used cpu

                     , cs_tmem :: Double -- ^ Cluster total mem

                     , cs_tdsk :: Double -- ^ Cluster total disk

                     , cs_tcpu :: Double -- ^ Cluster total cpus

                     , cs_xmem :: Int    -- ^ Unnacounted for mem

                     , cs_nmem :: Int    -- ^ Node own memory

                     , cs_score :: Score -- ^ The cluster score

                     , cs_ninst :: Int   -- ^ The total number of instances

                     }

-- * Utility functions

-- | Verifies the N+1 status and return the affected nodes.

verifyN1 :: [Node.Node] -> [Node.Node]

verifyN1 = filter Node.failN1

{-| Computes the pair of bad nodes and instances.

The bad node list is computed via a simple 'verifyN1' check, and the

bad instance list is the list of primary and secondary instances of

those nodes.

-}

computeBadItems :: Node.List -> Instance.List ->

                   ([Node.Node], [Instance.Instance])

computeBadItems nl il =

  let bad_nodes = verifyN1 $ getOnline nl

      bad_instances = map (\idx -> Container.find idx il) .

                      sort . nub $

                      concatMap (\ n -> Node.slist n ++ Node.plist n) bad_nodes

  in

    (bad_nodes, bad_instances)

emptyCStats :: CStats

emptyCStats = CStats { cs_fmem = 0

                     , cs_fdsk = 0

                     , cs_amem = 0

                     , cs_adsk = 0

                     , cs_acpu = 0

                     , cs_mmem = 0

                     , cs_mdsk = 0

                     , cs_mcpu = 0

                     , cs_imem = 0

                     , cs_idsk = 0

                     , cs_icpu = 0

                     , cs_tmem = 0

                     , cs_tdsk = 0

                     , cs_tcpu = 0

                     , cs_xmem = 0

                     , cs_nmem = 0

                     , cs_score = 0

                     , cs_ninst = 0

                     }

updateCStats :: CStats -> Node.Node -> CStats

updateCStats cs node =

    let CStats { cs_fmem = x_fmem, cs_fdsk = x_fdsk,

                 cs_amem = x_amem, cs_acpu = x_acpu, cs_adsk = x_adsk,

                 cs_mmem = x_mmem, cs_mdsk = x_mdsk, cs_mcpu = x_mcpu,

                 cs_imem = x_imem, cs_idsk = x_idsk, cs_icpu = x_icpu,

                 cs_tmem = x_tmem, cs_tdsk = x_tdsk, cs_tcpu = x_tcpu,

                 cs_xmem = x_xmem, cs_nmem = x_nmem, cs_ninst = x_ninst

               }

            = cs

        inc_amem = Node.f_mem node - Node.r_mem node

        inc_amem' = if inc_amem > 0 then inc_amem else 0

        inc_adsk = Node.availDisk node

        inc_imem = truncate (Node.t_mem node) - Node.n_mem node

                   - Node.x_mem node - Node.f_mem node

        inc_icpu = Node.u_cpu node

        inc_idsk = truncate (Node.t_dsk node) - Node.f_dsk node

    in cs { cs_fmem = x_fmem + Node.f_mem node

          , cs_fdsk = x_fdsk + Node.f_dsk node

          , cs_amem = x_amem + inc_amem'

          , cs_adsk = x_adsk + inc_adsk

          , cs_acpu = x_acpu

          , cs_mmem = max x_mmem inc_amem'

          , cs_mdsk = max x_mdsk inc_adsk

          , cs_mcpu = x_mcpu

          , cs_imem = x_imem + inc_imem

          , cs_idsk = x_idsk + inc_idsk

          , cs_icpu = x_icpu + inc_icpu

          , cs_tmem = x_tmem + Node.t_mem node

          , cs_tdsk = x_tdsk + Node.t_dsk node

          , cs_tcpu = x_tcpu + Node.t_cpu node

          , cs_xmem = x_xmem + Node.x_mem node

          , cs_nmem = x_nmem + Node.n_mem node

          , cs_ninst = x_ninst + length (Node.plist node)

          }

-- | Compute the total free disk and memory in the cluster.

totalResources :: Node.List -> CStats

totalResources nl =

    let cs = foldl' updateCStats emptyCStats . Container.elems $ nl

    in cs { cs_score = compCV nl }

-- | Compute the mem and disk covariance.

compDetailedCV :: Node.List -> (Double, Double, Double, Double, Double, Double)

compDetailedCV nl =

    let

        all_nodes = Container.elems nl

        (offline, nodes) = partition Node.offline all_nodes

        mem_l = map Node.p_mem nodes

        dsk_l = map Node.p_dsk nodes

        mem_cv = varianceCoeff mem_l

        dsk_cv = varianceCoeff dsk_l

        n1_l = length $ filter Node.failN1 nodes

        n1_score = fromIntegral n1_l /

                   fromIntegral (length nodes)::Double

        res_l = map Node.p_rem nodes

        res_cv = varianceCoeff res_l

        offline_inst = sum . map (\n -> (length . Node.plist $ n) +

                                        (length . Node.slist $ n)) $ offline

        online_inst = sum . map (\n -> (length . Node.plist $ n) +

                                       (length . Node.slist $ n)) $ nodes

        off_score = if offline_inst == 0

                    then 0::Double

                    else fromIntegral offline_inst /

                         fromIntegral (offline_inst + online_inst)::Double

        cpu_l = map Node.p_cpu nodes

        cpu_cv = varianceCoeff cpu_l

    in (mem_cv, dsk_cv, n1_score, res_cv, off_score, cpu_cv)

-- | Compute the /total/ variance.

compCV :: Node.List -> Double

compCV nl =

    let (mem_cv, dsk_cv, n1_score, res_cv, off_score, cpu_cv) =

            compDetailedCV nl

    in mem_cv + dsk_cv + n1_score + res_cv + off_score + cpu_cv

-- | Compute online nodes from a Node.List

getOnline :: Node.List -> [Node.Node]

getOnline = filter (not . Node.offline) . Container.elems

-- * hbal functions

-- | Compute best table. Note that the ordering of the arguments is important.

compareTables :: Table -> Table -> Table

compareTables a@(Table _ _ a_cv _) b@(Table _ _ b_cv _ ) =

    if a_cv > b_cv then b else a

-- | Applies an instance move to a given node list and instance.

applyMove :: Node.List -> Instance.Instance

          -> IMove -> OpResult (Node.List, Instance.Instance, Ndx, Ndx)

-- Failover (f)

applyMove nl inst Failover =

    let old_pdx = Instance.pnode inst

        old_sdx = Instance.snode inst

        old_p = Container.find old_pdx nl

        old_s = Container.find old_sdx nl

        int_p = Node.removePri old_p inst

        int_s = Node.removeSec old_s inst

        new_nl = do -- Maybe monad

          new_p <- Node.addPri int_s inst

          new_s <- Node.addSec int_p inst old_sdx

          let new_inst = Instance.setBoth inst old_sdx old_pdx

          return (Container.addTwo old_pdx new_s old_sdx new_p nl,

                  new_inst, old_sdx, old_pdx)

    in new_nl

-- Replace the primary (f:, r:np, f)

applyMove nl inst (ReplacePrimary new_pdx) =

    let old_pdx = Instance.pnode inst

        old_sdx = Instance.snode inst

        old_p = Container.find old_pdx nl

        old_s = Container.find old_sdx nl

        tgt_n = Container.find new_pdx nl

        int_p = Node.removePri old_p inst

        int_s = Node.removeSec old_s inst

        new_nl = do -- Maybe monad

          -- check that the current secondary can host the instance

          -- during the migration

          tmp_s <- Node.addPri int_s inst

          let tmp_s' = Node.removePri tmp_s inst

          new_p <- Node.addPri tgt_n inst

          new_s <- Node.addSec tmp_s' inst new_pdx

          let new_inst = Instance.setPri inst new_pdx

          return (Container.add new_pdx new_p $

                  Container.addTwo old_pdx int_p old_sdx new_s nl,

                  new_inst, new_pdx, old_sdx)

    in new_nl

-- Replace the secondary (r:ns)

applyMove nl inst (ReplaceSecondary new_sdx) =

    let old_pdx = Instance.pnode inst

        old_sdx = Instance.snode inst

        old_s = Container.find old_sdx nl

        tgt_n = Container.find new_sdx nl

        int_s = Node.removeSec old_s inst

        new_inst = Instance.setSec inst new_sdx

        new_nl = Node.addSec tgt_n inst old_pdx >>=

                 \new_s -> return (Container.addTwo new_sdx

                                   new_s old_sdx int_s nl,

                                   new_inst, old_pdx, new_sdx)

    in new_nl

-- Replace the secondary and failover (r:np, f)

applyMove nl inst (ReplaceAndFailover new_pdx) =

    let old_pdx = Instance.pnode inst

        old_sdx = Instance.snode inst

        old_p = Container.find old_pdx nl

        old_s = Container.find old_sdx nl

        tgt_n = Container.find new_pdx nl

        int_p = Node.removePri old_p inst

        int_s = Node.removeSec old_s inst

        new_nl = do -- Maybe monad

          new_p <- Node.addPri tgt_n inst

          new_s <- Node.addSec int_p inst new_pdx

          let new_inst = Instance.setBoth inst new_pdx old_pdx

          return (Container.add new_pdx new_p $

                  Container.addTwo old_pdx new_s old_sdx int_s nl,

                  new_inst, new_pdx, old_pdx)

    in new_nl

-- Failver and replace the secondary (f, r:ns)

applyMove nl inst (FailoverAndReplace new_sdx) =

    let old_pdx = Instance.pnode inst

        old_sdx = Instance.snode inst

        old_p = Container.find old_pdx nl

        old_s = Container.find old_sdx nl

        tgt_n = Container.find new_sdx nl

        int_p = Node.removePri old_p inst

        int_s = Node.removeSec old_s inst

        new_nl = do -- Maybe monad

          new_p <- Node.addPri int_s inst

          new_s <- Node.addSec tgt_n inst old_sdx

          let new_inst = Instance.setBoth inst old_sdx new_sdx

          return (Container.add new_sdx new_s $

                  Container.addTwo old_sdx new_p old_pdx int_p nl,

                  new_inst, old_sdx, new_sdx)

    in new_nl

-- | Tries to allocate an instance on one given node.

allocateOnSingle :: Node.List -> Instance.Instance -> Node.Node

                 -> OpResult AllocElement

allocateOnSingle nl inst p =

    let new_pdx = Node.idx p

        new_inst = Instance.setBoth inst new_pdx Node.noSecondary

        new_nl = Node.addPri p inst >>= \new_p ->

                 return (Container.add new_pdx new_p nl, new_inst, [new_p])

    in new_nl

-- | Tries to allocate an instance on a given pair of nodes.

allocateOnPair :: Node.List -> Instance.Instance -> Node.Node -> Node.Node

               -> OpResult AllocElement

allocateOnPair nl inst tgt_p tgt_s =

    let new_pdx = Node.idx tgt_p

        new_sdx = Node.idx tgt_s

        new_nl = do -- Maybe monad

          new_p <- Node.addPri tgt_p inst

          new_s <- Node.addSec tgt_s inst new_pdx

          let new_inst = Instance.setBoth inst new_pdx new_sdx

          return (Container.addTwo new_pdx new_p new_sdx new_s nl, new_inst,

                 [new_p, new_s])

    in new_nl

-- | Tries to perform an instance move and returns the best table

-- between the original one and the new one.

checkSingleStep :: Table -- ^ The original table

                -> Instance.Instance -- ^ The instance to move

                -> Table -- ^ The current best table

                -> IMove -- ^ The move to apply

                -> Table -- ^ The final best table

checkSingleStep ini_tbl target cur_tbl move =

    let

        Table ini_nl ini_il _ ini_plc = ini_tbl

        tmp_resu = applyMove ini_nl target move

    in

      case tmp_resu of

        OpFail _ -> cur_tbl

        OpGood (upd_nl, new_inst, pri_idx, sec_idx)  ->

            let tgt_idx = Instance.idx target

                upd_cvar = compCV upd_nl

                upd_il = Container.add tgt_idx new_inst ini_il

                upd_plc = (tgt_idx, pri_idx, sec_idx, upd_cvar):ini_plc

                upd_tbl = Table upd_nl upd_il upd_cvar upd_plc

            in

              compareTables cur_tbl upd_tbl

-- | Given the status of the current secondary as a valid new node

-- and the current candidate target node,

-- generate the possible moves for a instance.

possibleMoves :: Bool -> Ndx -> [IMove]

possibleMoves True tdx =

    [ReplaceSecondary tdx,

     ReplaceAndFailover tdx,

     ReplacePrimary tdx,

     FailoverAndReplace tdx]

possibleMoves False tdx =

    [ReplaceSecondary tdx,

     ReplaceAndFailover tdx]

-- | Compute the best move for a given instance.

checkInstanceMove :: [Ndx]             -- Allowed target node indices

                  -> Table             -- Original table

                  -> Instance.Instance -- Instance to move

                  -> Table             -- Best new table for this instance

checkInstanceMove nodes_idx ini_tbl target =

    let

        opdx = Instance.pnode target

        osdx = Instance.snode target

        nodes = filter (\idx -> idx /= opdx && idx /= osdx) nodes_idx

        use_secondary = elem osdx nodes_idx

        aft_failover = if use_secondary -- if allowed to failover

                       then checkSingleStep ini_tbl target ini_tbl Failover

                       else ini_tbl

        all_moves = concatMap (possibleMoves use_secondary) nodes

    in

      -- iterate over the possible nodes for this instance

      foldl' (checkSingleStep ini_tbl target) aft_failover all_moves

-- | Compute the best next move.

checkMove :: [Ndx]               -- ^ Allowed target node indices

          -> Table               -- ^ The current solution

          -> [Instance.Instance] -- ^ List of instances still to move

          -> Table               -- ^ The new solution

checkMove nodes_idx ini_tbl victims =

    let Table _ _ _ ini_plc = ini_tbl

        -- iterate over all instances, computing the best move

        best_tbl =

            foldl'

            (\ step_tbl elem ->

                 if Instance.snode elem == Node.noSecondary then step_tbl

                    else compareTables step_tbl $

                         checkInstanceMove nodes_idx ini_tbl elem)

            ini_tbl victims

        Table _ _ _ best_plc = best_tbl

    in

      if length best_plc == length ini_plc then -- no advancement

          ini_tbl

      else

          best_tbl

-- * Allocation functions

-- | Build failure stats out of a list of failures

collapseFailures :: [FailMode] -> FailStats

collapseFailures flst =

    map (\k -> (k, length $ filter ((==) k) flst)) [minBound..maxBound]

-- | Update current Allocation solution and failure stats with new

-- elements

concatAllocs :: AllocSolution -> OpResult AllocElement -> AllocSolution

concatAllocs (flst, succ, sols) (OpFail reason) = (reason:flst, succ, sols)

concatAllocs (flst, succ, osols) (OpGood ns@(nl, _, _)) =

    let nscore = compCV nl

        -- Choose the old or new solution, based on the cluster score

        nsols = case osols of

                  Nothing -> Just (nscore, ns)

                  Just (oscore, _) ->

                      if oscore < nscore

                      then osols

                      else Just (nscore, ns)

        nsuc = succ + 1

    -- Note: we force evaluation of nsols here in order to keep the

    -- memory profile low - we know that we will need nsols for sure

    -- in the next cycle, so we force evaluation of nsols, since the

    -- foldl' in the caller will only evaluate the tuple, but not the

    -- elements of the tuple

    in nsols `seq` nsuc `seq` (flst, nsuc, nsols)

-- | Try to allocate an instance on the cluster.

tryAlloc :: (Monad m) =>

            Node.List         -- ^ The node list

         -> Instance.List     -- ^ The instance list

         -> Instance.Instance -- ^ The instance to allocate

         -> Int               -- ^ Required number of nodes

         -> m AllocSolution   -- ^ Possible solution list

tryAlloc nl _ inst 2 =

    let all_nodes = getOnline nl

        all_pairs = liftM2 (,) all_nodes all_nodes

        ok_pairs = filter (\(x, y) -> Node.idx x /= Node.idx y) all_pairs

        sols = foldl' (\cstate (p, s) ->

                           concatAllocs cstate $ allocateOnPair nl inst p s

                      ) ([], 0, Nothing) ok_pairs

    in return sols

tryAlloc nl _ inst 1 =

    let all_nodes = getOnline nl

        sols = foldl' (\cstate ->

                           concatAllocs cstate . allocateOnSingle nl inst

                      ) ([], 0, Nothing) all_nodes

    in return sols

tryAlloc _ _ _ reqn = fail $ "Unsupported number of allocation \

                             \destinations required (" ++ show reqn ++

                                               "), only two supported"

-- | Try to allocate an instance on the cluster.

tryReloc :: (Monad m) =>

            Node.List       -- ^ The node list

         -> Instance.List   -- ^ The instance list

         -> Idx             -- ^ The index of the instance to move

         -> Int             -- ^ The number of nodes required

         -> [Ndx]           -- ^ Nodes which should not be used

         -> m AllocSolution -- ^ Solution list

tryReloc nl il xid 1 ex_idx =

    let all_nodes = getOnline nl

        inst = Container.find xid il

        ex_idx' = Instance.pnode inst:ex_idx

        valid_nodes = filter (not . flip elem ex_idx' . Node.idx) all_nodes

        valid_idxes = map Node.idx valid_nodes

        sols1 = foldl' (\cstate x ->

                            let elem = do

                                  (mnl, i, _, _) <-

                                      applyMove nl inst (ReplaceSecondary x)

                                  return (mnl, i, [Container.find x mnl])

                            in concatAllocs cstate elem

                       ) ([], 0, Nothing) valid_idxes

    in return sols1

tryReloc _ _ _ reqn _  = fail $ "Unsupported number of relocation \

                                \destinations required (" ++ show reqn ++

                                                  "), only one supported"

-- * Formatting functions

-- | Given the original and final nodes, computes the relocation description.

computeMoves :: Instance.Instance -- ^ The instance to be moved

             -> String -- ^ The instance name

             -> String -- ^ Original primary

             -> String -- ^ Original secondary

             -> String -- ^ New primary

             -> String -- ^ New secondary

             -> (String, [String])

                -- ^ Tuple of moves and commands list; moves is containing

                -- either @/f/@ for failover or @/r:name/@ for replace

                -- secondary, while the command list holds gnt-instance

                -- commands (without that prefix), e.g \"@failover instance1@\"

computeMoves i inam a b c d

    -- same primary

    | c == a =

        if d == b

        then {- Same sec??! -} ("-", [])

        else {- Change of secondary -}

            (printf "r:%s" d, [rep d])

    -- failover and ...

    | c == b =

        if d == a

        then {- that's all -} ("f", [mig])

        else (printf "f r:%s" d, [mig, rep d])

    -- ... and keep primary as secondary

    | d == a =

        (printf "r:%s f" c, [rep c, mig])

    -- ... keep same secondary

    | d == b =

        (printf "f r:%s f" c, [mig, rep c, mig])

    -- nothing in common -

    | otherwise =

        (printf "r:%s f r:%s" c d, [rep c, mig, rep d])

    where morf = if Instance.running i then "migrate" else "failover"

          mig = printf "%s -f %s" morf inam::String

          rep n = printf "replace-disks -n %s %s" n inam

-- | Converts a placement to string format.

printSolutionLine :: Node.List     -- ^ The node list

                  -> Instance.List -- ^ The instance list

                  -> Int           -- ^ Maximum node name length

                  -> Int           -- ^ Maximum instance name length

                  -> Placement     -- ^ The current placement

                  -> Int           -- ^ The index of the placement in

                                   -- the solution

                  -> (String, [String])

printSolutionLine nl il nmlen imlen plc pos =

    let

        pmlen = (2*nmlen + 1)

        (i, p, s, c) = plc

        inst = Container.find i il

        inam = Instance.name inst

        npri = Container.nameOf nl p

        nsec = Container.nameOf nl s

        opri = Container.nameOf nl $ Instance.pnode inst

        osec = Container.nameOf nl $ Instance.snode inst

        (moves, cmds) =  computeMoves inst inam opri osec npri nsec

        ostr = printf "%s:%s" opri osec::String

        nstr = printf "%s:%s" npri nsec::String

    in

      (printf "  %3d. %-*s %-*s => %-*s %.8f a=%s"

       pos imlen inam pmlen ostr

       pmlen nstr c moves,

       cmds)

-- | Given a list of commands, prefix them with @gnt-instance@ and

-- also beautify the display a little.

formatCmds :: [[String]] -> String

formatCmds =

    unlines .

    concatMap (\(a, b) ->

               printf "echo step %d" (a::Int):

               printf "check":

               map ("gnt-instance " ++) b

              ) .

    zip [1..]

-- | Converts a solution to string format.

printSolution :: Node.List

              -> Instance.List

              -> [Placement]

              -> ([String], [[String]])

printSolution nl il sol =

    let

        nmlen = Container.maxNameLen nl

        imlen = Container.maxNameLen il

    in

      unzip $ zipWith (printSolutionLine nl il nmlen imlen) sol [1..]

-- | Print the node list.

printNodes :: Node.List -> String

printNodes nl =

    let snl = sortBy (compare `on` Node.idx) (Container.elems nl)

        m_name = maximum . map (length . Node.name) $ snl

        helper = Node.list m_name

        header = printf

                 "%2s %-*s %5s %5s %5s %5s %5s %5s %5s %5s %4s %4s \

                 \%3s %3s %6s %6s %5s"

                 " F" m_name "Name"

                 "t_mem" "n_mem" "i_mem" "x_mem" "f_mem" "r_mem"

                 "t_dsk" "f_dsk" "pcpu" "vcpu"

                 "pri" "sec" "p_fmem" "p_fdsk" "r_cpu"::String

    in unlines (header:map helper snl)

-- | Shows statistics for a given node list.

printStats :: Node.List -> String

printStats nl =

    let (mem_cv, dsk_cv, n1_score, res_cv, off_score, cpu_cv) =

            compDetailedCV nl

    in printf "f_mem=%.8f, r_mem=%.8f, f_dsk=%.8f, n1=%.3f, \

              \uf=%.3f, r_cpu=%.3f"

       mem_cv res_cv dsk_cv n1_score off_score cpu_cv