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Class REDPDSim
#
# routine which inserts high dr flows into history
#
REDPDSim instproc insert-high-dr-flows {} {
$self instvar high_dr_flow_hist_
$self instvar redpdflowmon_
$self instvar MaxDropList_ MaxHighDRFlowHist_
lappend drop_list
set total_flows 0
foreach flow [$redpdflowmon_ flows] {
set flow_monbdrops [$flow set mon_ebdrops_]
set flow_bdrops [expr [$flow set bdrops_] - $flow_monbdrops]
set flow_monpdrops [$flow set mon_epdrops_]
set flow_pdrops [expr [$flow set pdrops_] - $flow_monpdrops]
# if one or more packets dropped - then record the number of bytes dropped.
if { $flow_pdrops > 0 } {
lappend drop_list [list $flow $flow_bdrops]
}
if { $flow_pdrops != 0 } {
incr total_flows
}
#memory
unset flow_monbdrops flow_bdrops flow_monpdrops flow_pdrops
}
if { [llength $drop_list] > $MaxDropList_ } {
set sorted_drop_list [lsort -decreasing -integer -index 1 $drop_list]
set drop_list [lrange $sorted_drop_list 0 [expr $MaxDropList_- 1]]
#memory problems
unset sorted_drop_list
}
# $self printListOfLists $drop_list
lappend high_dr_flow_hist_ $drop_list
#memory
unset drop_list
if { [llength $high_dr_flow_hist_] > $MaxHighDRFlowHist_ } {
#set temp_list [lrange $high_dr_flow_hist_ 1 end]
#set high_dr_flow_hist_ $temp_list
#unset temp_list
set high_dr_flow_hist_ [lrange $high_dr_flow_hist_ 1 end]
}
$self vprint-nonewline 2 "High DR History "
$self printListOfLists 2 $high_dr_flow_hist_
#unset total_flows
#return $total_flows
}
#
# routine to check if some flow is a regular visitor to the high-dr-flow-hist
# regular for time being is 3 occurences (we maintain a history of max 5)
#
REDPDSim instproc check-regular {} {
$self instvar high_dr_flow_hist_
$self instvar redpdflowmon_
$self instvar ret_list
$self instvar XinRegular_
if {[info exists ret_list]} {
unset ret_list
}
lappend ret_list
foreach flow [$redpdflowmon_ flows] {
#$self vprint 2 "Checking flow $flow"
set flow_count 0
set drop_count 0
foreach drop_list $high_dr_flow_hist_ {
# $self printListOfLists $drop_list
set exist [lsearch -regexp $drop_list "$flow \[0-9\]*"]
if { $exist == -1 } {
# puts "Not Found"
} else {
# puts "Found at $exist"
incr flow_count
incr drop_count [lindex [lindex $drop_list $exist] 1]
}
#memory
unset exist
}
if { $flow_count >= $XinRegular_ } {
$self vprint 2 "Putting flow $flow in retlist"
lappend ret_list [list $flow $drop_count]
}
#memory
unset flow_count drop_count
}
$self vprint-nonewline 2 "Regular List "
$self printListOfLists 2 $ret_list
return $ret_list
}
#
# routing used to check if a flow should be loosened
# if a flow has no occurences in the high drop list for then let the flow go.
#
REDPDSim instproc check-irregular {} {
$self instvar high_dr_flow_hist_
$self instvar redpdflowmon_
$self instvar ret_list
if {[info exists ret_list]} {
unset ret_list
}
lappend ret_list
foreach flow [$redpdflowmon_ flows] {
if { [$flow set monitored_] == 1 } {
set flow_count 0
foreach drop_list $high_dr_flow_hist_ {
set exist [lsearch -regexp $drop_list "$flow \[0-9\]*"]
if { $exist != -1 } {
incr flow_count
}
#memory
unset exist
}
if { $flow_count == 0 } {
#$self vprint 2 "Putting flow $flow in negative retlist"
lappend ret_list $flow
}
unset flow_count
}
}
return $ret_list
}
#
# calculates average of enities at index "idx" of each list of the given "listOfLists"
#
REDPDSim instproc calculateAverage {listOfLists idx} {
set count 0
set sum 0
foreach sublist $listOfLists {
incr count
set sum [expr $sum + [lindex $sublist $idx]]
}
if { $count == 0 } {
return -1
}
set avg [expr $sum / $count.0]
#memory
unset count sum
return $avg
}
#
# 1. inserts the current drop rate into the drop rate history
# 2. calculate the average drop rate
#
REDPDSim instproc insertNCalDropRate {currDropRate} {
$self instvar dropRateHist_ drop_rate_list_ avg_drop_rate_
# #the tfrc method
# lappend drop_rate_list_ $currDropRate
# if { [llength $drop_rate_list_] > $dropRateHist_ } {
# set drop_rate_list_ [lrange $drop_rate_list_ 1 end]
# } else {
# #dirty short cut for initial periods.
# # puts "length of drop_rate_list_ = [llength $drop_rate_list_]"
# return $currDropRate
# }
# set denom [expr {($dropRateHist_/2) + 1}]
# set sum 0
# set sigmaW 0
# for {set i 0} {$i < $dropRateHist_} {incr i} {
# set dr [lindex $drop_rate_list_ $i]
# if {$i >= [expr $dropRateHist_/2] } {
# set w 1
# } else {
# set w [expr {($i+1)/$denom}]
# }
# set sum [expr {$sum + $w*$dr}]
# set sigmaW [expr {$sigmaW + $w}]
# }
# set avgDropRate [expr {$sum/$sigmaW}]
# return $avgDropRate
#ewma
if {$avg_drop_rate_ == -1} {
set avg_drop_rate_ $currDropRate
return $avg_drop_rate_
} else {
# set alpha 0.1
set alpha 0.5
set avg_drop_rate_ [expr {$alpha*$currDropRate + (1-$alpha)*$avg_drop_rate_}]
return $avg_drop_rate_
}
}
REDPDSim instproc sched-print-stats {time} {
$self instvar redpdflowmon_ ns_
# calculate the current drop rate
set bdrops [expr [$redpdflowmon_ set bdrops_] - [$redpdflowmon_ set mon_ebdrops_]]
set barrivals [expr [$redpdflowmon_ set barrivals_] - [$redpdflowmon_ set mon_ebdrops_]]
if { $barrivals == 0 } {
set currDropRate 0
} else {
set currDropRate [expr $bdrops.0/$barrivals.0]
}
set avgDropRate [$self insertNCalDropRate $currDropRate]
$self vprint 1 "currDropRate: $currDropRate avgDropRate: $avgDropRate avg_drop_count: disabled disabled bdrops: $bdrops barrivals: $barrivals"
$redpdflowmon_ reset
$ns_ at [expr [$ns_ now]+0.200] "$self sched-print-stats 0"
}
REDPDSim instproc sched-detect-reward { timeAfter } {
$self instvar detect_pending_
$self instvar ns_ Mintime_ Maxtime_
if { $detect_pending_ == "true" } {
$self vprint 2 "SCHEDULING DETECT (NO, ALREADY PENDING)"
return
}
set now [$ns_ now]
set then_detect [expr $now + $timeAfter]
set then_reward [expr $then_detect + 0.001]
set detect_pending_ true
$ns_ at $then_detect "$self do_detect"
$ns_ at $then_reward "$self do_reward"
$self vprint 3 "SCHEDULING DETECT for $then_detect"
#memory
unset now then_detect then_reward
}
#
# main routine to determine if there are bad flows to penalize
#
REDPDSim instproc do_detect {} {
$self instvar ns_
$self instvar last_detect_
$self instvar redpdflowmon_ redpdq_
$self instvar target_drop_rate_
$self instvar detect_pending_
$self instvar mon_flow_hist_
$self instvar Mintime_
$self instvar Hist_Max_
$self instvar Bandwidth_
set Bandwidth_ 1500000
set detect_pending_ false
set now [$ns_ now]
$self vprint 3 "DO_DETECT started at time $now, last: $last_detect_"
set elapsed [expr $now - $last_detect_]
set last_detect_ $now
# calculate the current drop rate
set bdrops [expr [$redpdflowmon_ set bdrops_] - [$redpdflowmon_ set mon_ebdrops_]]
set barrivals [expr [$redpdflowmon_ set barrivals_] - [$redpdflowmon_ set mon_ebdrops_]]
if { $barrivals == 0 } {
set currDropRate 0
} else {
set currDropRate [expr $bdrops.0/$barrivals.0]
}
set avgDropRate [$self insertNCalDropRate $currDropRate]
if {$currDropRate <= $avgDropRate} {
set usableDropRate $currDropRate
} else {
set usableDropRate $avgDropRate
}
# set usableDropRate $avgDropRate
$self insert-high-dr-flows
set regular_list [$self check-regular]
set avg_drop_count [$self calculateAverage $regular_list 1]
$self vprint 1 "currDropRate: $currDropRate avgDropRate: $avgDropRate avg_drop_count: $avg_drop_count [llength $regular_list] bdrops: $bdrops barrivals: $barrivals mon_drops: [$redpdflowmon_ set mon_ebdrops_]"
# only for proving identification works
$self instvar testIdentOnly_
if {$testIdentOnly_ == 1} {
$self testIdent $barrivals $bdrops $avgDropRate $regular_list
return
}
if { $currDropRate > 0.001 } {
# monitor all flows which are regular
foreach flow_drop_list $regular_list {
set flow [lindex $flow_drop_list 0]
set drop_count [lindex $flow_drop_list 1]
set fid [$flow set flowid_]
if { [info exists mon_flow_hist_($fid,lastChange)] } {
set lastChange $mon_flow_hist_($fid,lastChange)
} else {
set lastChange 0
}
# puts " $flow $lastChange"
if { [$ns_ now] - $lastChange >= [$self minLastChange 4] } {
#don't punish a flow if he had zero drops in the last interval
# minor engineering. no major effect.
if { [$flow set bdrops_] != 0 } {
set pre_drop_rate [expr ($usableDropRate*$drop_count)/$avg_drop_count]
if { [$flow set monitored_] == 1 } {
set oldTarget [$flow set targetBW_]
set oldDropP [expr {1 - $oldTarget}]
if { [$flow set unresponsive_] != 1} {
set unresponsive [$self check-unresponsive $flow]
if { $unresponsive == 1 } {
$self vprint 2 "Monitor: Declaring unresponsive flow $flow $fid"
#$flow set auto_ true
$redpdq_ unresponsive-flow $flow
}
}
if {[$flow set unresponsive_] != 1 } {
$self vprint 2 "$flow $pre_drop_rate $oldDropP $drop_count"
if { $pre_drop_rate > $oldDropP } {
set newDropP [expr {2*$oldDropP}]
} else {
set newDropP [expr {$oldDropP + $pre_drop_rate}]
}
set newTarget [expr {1 - $newDropP}]
if {$newTarget < 0} {
set newTarget [expr {$oldTarget/2.0}]
}
$flow set targetBW_ $newTarget
$self vprint 2 "Monitor: Strangling $flow $fid $oldTarget -> $newTarget"
} else {
$self vprint 2 "$flow $pre_drop_rate $oldDropP"
if { $pre_drop_rate > $oldDropP } {
set newDropP [expr {3*$oldDropP}]
} else {
set newDropP [expr {$oldDropP + 2*$pre_drop_rate}]
}
set newTarget [expr {1 - $newDropP}]
if {$newTarget < 0} {
set newTarget [expr {$oldTarget/3.0}]
}
$flow set targetBW_ $newTarget
$self vprint 2 "Monitor: Strangling unresponsive $flow $fid $oldTarget -> $newTarget"
}
#memory
unset oldTarget newTarget newDropP oldDropP
} else {
if { $pre_drop_rate > 2*$usableDropRate } {
set newDropP [expr {2*$usableDropRate}]
} else {
set newDropP $pre_drop_rate
}
set newTarget [expr {1 - $newDropP}]
if { $newTarget < 0.5 } {
set newTarget 0.5
}
$self vprint 2 "Monitor: Monitoring $flow $fid $newTarget"
$redpdq_ monitor-flow $flow $newTarget 1
#memory
unset newTarget newDropP
}
set mon_flow_hist_($fid,lastChange) [$ns_ now]
set new_hist [list [expr [$flow set barrivals_].0/$elapsed] \
[expr [$flow set bdrops_].0/[$flow set barrivals_].0]]
lappend mon_flow_hist_($fid,hist) $new_hist
if { [llength $mon_flow_hist_($fid,hist)] > $Hist_Max_ } {
$self vprint 2 "Curtailing the history for $flow $fid"
set mon_flow_hist_($fid,hist) [lrange $mon_flow_hist_($fid,hist) 1 end]
}
$self vprint-nonewline 2 "History of $flow $fid "
$self printListOfLists 2 $mon_flow_hist_($fid,hist)
#memory
unset pre_drop_rate new_hist
}
}
#memory
unset flow drop_count fid lastChange
}
}
#memory
unset regular_list
$self sched-detect-reward [$self calculateB $avgDropRate]
foreach f [$redpdflowmon_ flows] {
$f reset
}
$redpdflowmon_ reset
$self vprint 3 "do_detect complete..."
}
#
# to calculate B, the list compilation interval
#
REDPDSim instproc calculateB { p } {
$self instvar TargetRTT_
$self instvar Mintime_ Maxtime_
$self instvar MaxHighDRFlowHist_ XinRegular_
$self instvar BList_ Bindex_
$self instvar P_testTFRp_
if {$P_testTFRp_ != -1} {
set p $P_testTFRp_
}
if {$p == 0 } {
return $Maxtime_
}
set sqrt1_5p [expr {sqrt(1.5*$p)}]
set x_by_yR [expr {[$self frac $XinRegular_ $MaxHighDRFlowHist_]*$TargetRTT_}]
#deterministic model computation
set time1 [expr {$x_by_yR / $sqrt1_5p}]
set plusTerm [expr {1 + 9*$p*(1+32*$p*$p)}]
#the newer model
#set time2 [expr {$time1 * $plusTerm}]
#set ns [Simulator instance]
#puts "[$ns now] timeAfter: $p $time1 $time2"
set timeAfter $time1
# set timeAfter $time2
if { $timeAfter > $Maxtime_ } {
set timeAfter $Maxtime_
}
if { $timeAfter < $Mintime_ } {
set timeAfter $Mintime_
}
set BList_($Bindex_) $timeAfter
incr Bindex_
set Bindex_ [expr {$Bindex_ % $MaxHighDRFlowHist_}]
return $timeAfter
}
#
# Gives the total time for last noB intervals.
#
REDPDSim instproc minLastChange { noB } {
$self instvar BList_ Bindex_
$self instvar minBtoConsider_ minTimetoConsider_
set index [expr {$Bindex_ - 1}]
set sum 0
for {set i 0} {$i < $noB} {incr i} {
if {$index == -1} {
set index 4
}
set sum [expr {$sum + $BList_($index)}]
incr index -1
}
if {$sum < $minTimetoConsider_} {
return $minTimetoConsider_
} else {
return $sum
}
}
REDPDSim instproc do_reward {} {
$self instvar ns_
$self instvar last_reward_ reward_pending_
$self instvar Mintime_
$self instvar redpdflowmon_ redpdq_
$self instvar mon_flow_hist_
$self instvar maxPReduction_ maxPReductionUnresp_
# $redpdflowmon_ dump
set reward_pending_ false
set now [$ns_ now]
$self vprint 3 "DO_REWARD starting at $now, last: $last_reward_"
set elapsed [expr $now - $last_reward_]
set last_reward_ $now
# if { $elapsed < $Mintime_ } {
# puts "ERROR: do_reward: elapsed: $elapsed, min: $Mintime_"
# exit 1
# }
foreach flow [$self check-irregular] {
set fid [$flow set flowid_]
set lastChange $mon_flow_hist_($fid,lastChange)
set oldTarget [$flow set targetBW_]
if { [$flow set unresponsive_] != 1 && \
([$ns_ now] - $lastChange) >= [$self minLastChange 3] } {
if { $oldTarget >= 0.995 } {
$self vprint 2 "Monitor: Unmonitoring $flow $fid "
$redpdq_ unmonitor-flow $flow
unset mon_flow_hist_($fid,hist)
} else {
set dropP [expr {1 - $oldTarget}]
if { $dropP > 2*$maxPReduction_ } {
set newTarget [expr {1 - ($dropP - $maxPReduction_)}]
} else {
set newTarget [expr {1 - ($dropP/2.0)}]
}
$flow set targetBW_ $newTarget
$self vprint 2 "Monitor: Loosening $flow $fid $oldTarget -> $newTarget "
}
set mon_flow_hist_($fid,lastChange) [$ns_ now]
} elseif { [$flow set unresponsive_] == 1 && \
([$ns_ now] - $lastChange) >= [$self minLastChange 5] } {
if { $oldTarget >= 0.9975 } {
$self vprint 2 "Monitor: Unmonitoring unresponsive flow $flow $fid "
$redpdq_ unmonitor-flow $flow
unset mon_flow_hist_($fid,hist)
} else {
set dropP [expr {1 - $oldTarget}]
# set target1 [expr {1 - ($dropP/1.2)}]
# set target2 [expr {1.2*$oldTarget}]
# if { $target1 <= $target2 } {
# set newTarget $target1
# } else {
# set newTarget $target2
# }
if { $dropP > 1.5*$maxPReductionUnresp_ } {
set newTarget [expr {1 - ($dropP - $maxPReductionUnresp_)}]
} else {
set newTarget [expr {1 - ($dropP/1.5)}]
}
$flow set targetBW_ $newTarget
$self vprint 2 "Monitor: Loosening unresponsive $flow $fid $oldTarget -> $newTarget"
}
set mon_flow_hist_($fid,lastChange) [$ns_ now]
}
}
$self vprint 3 "do_reward complete..."
}
REDPDSim instproc check-unresponsive {flow} {
$self instvar mon_flow_hist_ unresponsiveTestOn_
#see if unresponsive test is ON
if { $unresponsiveTestOn_ == 0} {
return 0
}
set target [$flow set targetBW_]
# goal is to catch just high-bw unresponsive flows.
# if { $target > 0.79 } {
# return 0
# }
set fid [$flow set flowid_]
set flow_hist [lsort -real -index 1 $mon_flow_hist_($fid,hist)]
$self vprint-nonewline 2 "checking unresponsiveness $flow $fid "
$self printListOfLists 2 $flow_hist
set good 0
set bad 0
foreach histItem1 $flow_hist {
foreach histItem2 $flow_hist {
set bw1 [lindex $histItem1 0]
set p1 [lindex $histItem1 1]
set bw2 [lindex $histItem2 0]
set p2 [lindex $histItem2 1]
if { $p1 < $p2 && $p1/$p2 > 0.1 } {
set x [expr {$p1/$p2}]
set y [expr {$bw2/$bw1}]
} else {
# we don't care about too small differences
# and the reverse case will be taken care of anyway
continue
}
set rootx [expr {sqrt($x)}]
# y = rootx ideally.
$self vprint 2 "unresp $histItem1 $histItem2 $x $y $rootx"
if { $y > $rootx } {
incr bad
} elseif { $y <= $rootx } {
incr good
}
}
}
#memory
unset flow_hist
$self vprint 2 "unresponsive check $flow [$flow set flowid_] $bad $good"
if { ($good == 0 && $bad >= 3) || ($good == 1 && $bad>=4) || ($good >= 2 && $bad >= 4*$good) } {
return 1
}
return 0
}
REDPDSim instproc testIdent {barrivals bdrops avgDropRate regular_list} {
$self instvar barrT bdrT
$self instvar MaxHighDRFlowHist_
$self instvar counter_
$self instvar redpdflowmon_
set j [expr $counter_ % $MaxHighDRFlowHist_]
foreach f [$redpdflowmon_ flows] {
set fid [$f set flowid_]
set i [expr $fid*$MaxHighDRFlowHist_ + $j]
set barrT($i) [$f set barrivals_];
set bdrT($i) [$f set bdrops_];
}
set barrT($j) $barrivals
set bdrT($j) $bdrops
incr counter_
lappend temp_flow_list
unset temp_flow_list
lappend temp_flow_list
if { $counter_ % $MaxHighDRFlowHist_ == 0 } {
set count [llength $regular_list]
foreach flow_drop_list $regular_list {
set flow [lindex $flow_drop_list 0]
set fid [$flow set flowid_]
set flow_arr 0
set flow_dr 0
set cum_arr 0
set cum_dr 0
for {set j 0} {$j < $MaxHighDRFlowHist_} {incr j} {
set i [expr $fid*$MaxHighDRFlowHist_ + $j]
incr flow_arr $barrT($i)
incr flow_dr $bdrT($i)
incr cum_arr $barrT($j)
incr cum_dr $bdrT($j)
}
if { $MaxHighDRFlowHist_ != 1 || $flow_dr>=3000 } {
puts "3:5-identified $counter_ $fid $flow_arr $cum_arr $flow_dr $cum_dr"
lappend temp_flow_list $flow
puts "1:1-3-identified $counter_ $fid $flow_arr $cum_arr $flow_dr $cum_dr"
}
if { $flow_dr >= 4000 } {
puts "1:1-4-identified $counter_ $fid $flow_arr $cum_arr $flow_dr $cum_dr"
} else {
puts "1:1-4-nodentified $counter_ $fid $flow_arr $cum_arr $flow_dr $cum_dr"
}
}
foreach flow [$redpdflowmon_ flows] {
if { [lsearch $temp_flow_list $flow] == -1} {
set fid [$flow set flowid_]
set flow_arr 0
set flow_dr 0
set cum_arr 0
set cum_dr 0
for {set j 0} {$j < $MaxHighDRFlowHist_} {incr j} {
set i [expr $fid*$MaxHighDRFlowHist_ + $j]
incr flow_arr $barrT($i)
incr flow_dr $bdrT($i)
incr cum_arr $barrT($j)
incr cum_dr $bdrT($j)
}
puts "3:5-nodentified $counter_ $fid $flow_arr $cum_arr $flow_dr $cum_dr"
if { $flow_dr >= 3000 } {
puts "1:1-3-identified $counter_ $fid $flow_arr $cum_arr $flow_dr $cum_dr"
} else {
puts "1:1-3-nodentified $counter_ $fid $flow_arr $cum_arr $flow_dr $cum_dr"
}
if { $flow_dr >= 4000 } {
puts "1:1-4-identified $counter_ $fid $flow_arr $cum_arr $flow_dr $cum_dr"
} else {
puts "1:1-4-nodentified $counter_ $fid $flow_arr $cum_arr $flow_dr $cum_dr"
}
}
}
}
if { $MaxHighDRFlowHist_ == 1 } {
$self sched-detect-reward [expr 5*[$self calculateB $avgDropRate]]
} else {
$self sched-detect-reward [$self calculateB $avgDropRate]
}
# $self sched-detect 0.200
foreach f [$redpdflowmon_ flows] {
$f reset
}
$redpdflowmon_ reset
return
}
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