ElasticTree: Saving Energy in Data Center Networks pptx

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ElasticTree: Saving Energy in Data Center Networks pptx

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!"#$%&'())*+,# /0+!/)(01+./+ 2#3#+4)/3)(+5)367(8$+ Brandon'Heller'(Stanford)' ,(./.+,))39#(#:#/+;2)<3$&9 )+')")87:+=>2?+@7$+A"37$B+ C(.1#+D#9#E)-#/+;F)6")GHC#&8#(E+@#I$?+C#"7+A"37B+ J.#//.$+J.#87< :.$+;, 3#/K7(EB+ C</))3+,9#(:#+;F)6")GHC#&8#(E+@#I$?+C#"7+A"37B+ ,<L#3#+M#/)(L))+;F)6")GHC#&8#(E+@#I$?+C#"7+A"37B+ 5.&8+D&N)76/+;,3#/K7(EB+ O+ P+ 5)367(8+C76)(+47/$<:Q%7/*+RM+8S9+./+OTTRU+ VORWN+#-)(#0)+$.X)+97:)$+ YZTD+#+:7/39+ #+0./7(:7<$+#:7</3+7K+4[ O+ O\+./&()#$)+Q(7L)&3)E+K7(+OT]]+ ^_HQ7(3+,6.3&9+ C76)(+D)3)(+ V]ZTS+/739./0+&7//)&3)E+ ^+ V]_ZS+#""+^_+]`+"./8$+7/+ '7QH7KH=#&8+,6.3&9+ "7#E+ Q76)(+<$#0)+;SB+ OTT+ ]TT+ ]TTa+ZTa+ 2)$.()E*+ ]TTa+-#(.#%7/+ A""+"./8$+7/*+ Za+-#(.#%7/+ ]`IQ$+"./8$+ 7/)H#3H#H%:)+ Z+ ]TTDIQ$+"./8$+ 7/)H#3H#H%:)+ !H&7::)(&)+6)I$.3)?+PTT+$)(-)($++ 0 5 10 15 20 0 100 200 300 400 500 600 700 800 Bandwidth in Gbps Time (1 unit = 10 mins) Total Traffic in Gbps Traffic R+ V_\++ E#1b/.093+ ^bcbTc+++++++++++++++;7/)+6))8B+ ^b]^bTc+ W+ C(7 $.7/./0+K7(+Q)#8+ ++ ++d+ '.:)H-#(1./0+3(#e&+E):#/E$++ ++ ++d+ @76+)e&.)/&1+#3+"76+"7#E$++ ++ ++f+ Lots'of'wasted'power' _+ 4#/g3+E7+:<&9+K7(+]+$6.3&9h+ S9#3+.K+6)+9#-)+]TTT+$6.3&9)$i+ c+ ,&#")H<Q+2#3#+4)/3)(*+O5+'())+ !"#$% &' '#$'()"*% +,'$%-(./% ]T+ ,&#")H7<3+2#3#+4)/3)(*+j#3+'())+ !"#$%$ &"'($ )* *'(*+,"-$ .#*($ !"#$/$ !"#$0$ !"#$1$ ]]+ K(7:+,&#"#I")+47::7E.31+2#3#+4)/3)(?+,k`4[DD+OTT_?+A"+j#()$+)3+#"h+ [...]... Mul%-­‐   Capacity   Commodity   Flow  Conserva%on   Flow   Demand  Sa%sfac%on   traffic  =  demand?   Connect  switches  and  links   switch  off  links  off   19   Greedy  bin-­‐ packing   20   a   3  flows,  each  0.3Gbps   b   c   d   a   0.3   b   0.3   c   0.3   d   e...  Op%mizers   Formal   Model   Greedy   Bin-­‐packer   Topo-­‐ aware   Heuris%c   scalability   17   Formal  Model   18   Variables   Type   Descrip6on   Real   Amount  of  each  flow  along  each  link   Boolean   Switch  power  state   Boolean   Link  power  state   Op%miza%on  Goal                    minimize  Σ  (  link  +  switch  power)   Constraints   Type   Constraint   Descrip6on   Mul%-­‐   Capacity...Today’s  Network  Power  Knobs   vary  link   speed   disable   switches   disable  links   move  workloads   12   Our  approach:   Turn  off  unneeded  links  and  switches   [Carefully]   [At  Scale]   13   End  goal:   Create  an   energy- ­‐propor%onal data center  network     from  non-­‐propor%onal  components   power   traffic   14   15   Elas%cTree...      c   e   d        e   32   a   d   0.4   c    X    X  X e   0.4   b   X     a        b        c   c   a   complete  solu%on     b   0.4   d   e               d        e   33   Power  Savings   34   adding  fault  tolerance     +1  MST   X     a        b        c    X   d        e   35   Cost  of  Fault  Tolerance   16  hosts   ~25%   16K  hosts   ~1%   36   3  flows,  each  0.3Gbps   u%liza%on . 3#/K7(EB+ C</))3+,9#(:#+;F)6")GHC#&8#(E+@#I$?+C#"7+A"37B+ ,<L#3#+M#/)(L))+;F)6")GHC#&8#(E+@#I$?+C#"7+A"37B+ 5.&8+D&N)76/+;,3#/K7(EB+ O+ P+ 5)367(8+C76)(+47/$<:Q%7/*+RM+8S9+./+OTTRU+ VORWN+#-)(#0)+$.X)+97:)$+ YZTD+#+:7/39+ #+0./7(:7<$+#:7</3+7K+4[ O+ O+./&()#$)+Q(7L)&3)E+K7(+OT]]+ ^_HQ7(3+,6.3&9+ C76)(+D)3)(+ V]ZTS+/739./0+&7//)&3)E+ ^+ V]_ZS+#""+^_+]`+"./8$+7/+ '7QH7KH=#&8+,6.3&9+ "7#E+ Q76)(+<$#0)+;SB+ OTT+ ]TT+ ]TTa+ZTa+ 2)$.()E*+ ]TTa+-#(.#%7/+ A""+"./8$+7/*+ Za+-#(.#%7/+ ]`IQ$+"./8$+ 7/)H#3H#H%:)+ Z+ ]TTDIQ$+"./8$+ 7/)H#3H#H%:)+ !H&7::)(&)+6)I$.3)?+PTT+$)(-)($++ 0 5 10 15 20 0 100 200 300 400 500 600 700 800 Bandwidth in Gbps Time (1 unit = 10 mins) Total Traffic in Gbps Traffic R+ V_++ E#1b/.093+ ^bcbTc+++++++++++++++;7/)+6))8B+ ^b]^bTc+ W+ C(7. 31+ j7(:#"+ D7E)"+ `())E1+ M./HQ#&8)(+ '7Q7H #6#()+ F)<(.$%&+ ]W+ j7(:#"+D7E)"+ ]_+ Type' Constraint' Descrip6on' D<"%H+ 47::7E.31+ j"76+ 4#Q#&.31+ 3(#e&+qf+"./8+(#3)i+ j"76+47/$)(-#%7/+ Q#&8)3$+./+f+Q#&8)3$+7<3i+ 2):#/E+,#%$K#&%7/+ I#/E6.E39+rf+E):#/Ei+ [<(+ AEE.%7/$+ j"76+7/+#&%-)+"./8$+7/"1+ "./8+7l++/7+o76+ 47//)&3+$6.3&9)$+#/E+"./

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