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COLA: Decentralized Linear Learningpeople.inf.ethz.ch/ybian/docs/poster-cola.pdf · References [1] Nedicet al.16’Achieving geometric convergence for distributed optimization over

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  • References[1] Nedic et al. 16’ Achieving geometric convergence for distributed optimization over time-varying graphs.[2] Shi et al. 14’ Extra: An exact first-order algorithm for decentralized consensus optimization.[3] Jaggi et al. 14’ Communication-efficient distributed dual coordinateascent

    Theorem (Local Certificates). Assume gi has L-bounded support, and let Nk :={j : Wjk > 0} be the set of nodes accessible to node k. Then for any given " > 0,we have

    GH(x; {vk}Kk=1) ",

    if for all k = 1, . . . ,K the following two local conditions are satisfied:

    v>k rf(vk) +X

    i2Pk

    �gi(xi) + g

    i (�A>i rf(vk))�

    "2K

    ���rf(vk)� 1|Nk|P

    j2Nkrf(vj)

    ���2

    ⇣PK

    k=1 n2k�k

    ⌘�1/21��

    2LpK",

    Local Certificates

    COLA: Decentralized Linear LearningLie He1*, An Bian2*, Martin Jaggi1

    1 2

    Algorithm and TheoryOverviewWe present a decentralized linear learning framework which is communication efficient and has the followingadvantages:ü Convergence Guaranteeü Communication Efficiency and Usabilityü Elasticity and Fault Toleranceü Local Certificate provided

    SetupGeneralized Linear Models: Lasso, Logistic Regression …

    whereminx2Rn

    FA(x) := f(Ax) +Pn

    i=1 gi(xi)

    A := [A1; . . . ;An] 2 Rd⇥n

    Distributed over ! nodes: Partition " by columnsNode # has part of data and weights: {Pk}Kk=1A[k], x[k]Decentralized network topology: $ is a doubly stochastic matrix where a non-zero entry $%& represents communication between nodes % and &. 1 - β is the spectral gap of (.

    Experiments

    Unreliable Nodes

    In a round, only certain percent of nodes remain in the network.

    Topology

    Run LASSO on RCV1 dataset. All of the graphs have 16 nodes.

    Convergence

    Comparing COLA with DIGing [1] and DADMM [2] on a ring of 16 nodes. (Ridge Regression + URL dataset)

    Case 1: Strongly Convex Objective => Linear Convergence Rate

    Case 2: General Convex Objective => The decentralized duality gapconverges in 1/T rate in expectation

    Theorem (Strongly Convex gi). Let gi be µg-strongly convex and let f be 1/τ -smooth. After T iterations with

    T ≥ C1(β, µg, τ, γ,Θ,σ′) log

    (

    C2(β, µg, τ, γ,Θ,σ′, ϵ(0))

    ϵ

    )

    the expected duality gap E[GH(x(T ), {∑K

    k=1 Wklv(T )l }

    Kk=1)] ≤ ϵ.

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