Topic: "distributed-optimization"
chaoyanghe/Awesome-Federated-Learning
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
Size: 210 KB - Last synced at: 5 days ago - Pushed at: almost 3 years ago - Stars: 1,964 - Forks: 330
weimingwill/awesome-federated-learning
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
Language: Shell - Size: 271 KB - Last synced at: about 1 month ago - Pushed at: 8 months ago - Stars: 693 - Forks: 97
litian96/FedProx
Federated Optimization in Heterogeneous Networks (MLSys '20)
Language: Python - Size: 29.4 MB - Last synced at: about 1 year ago - Pushed at: about 2 years ago - Stars: 599 - Forks: 155
litian96/fair_flearn
Fair Resource Allocation in Federated Learning (ICLR '20)
Language: Python - Size: 2.08 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 223 - Forks: 58
MLOPTPSU/FedTorch
FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.
Language: Python - Size: 304 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 190 - Forks: 35
VIS4ROB-lab/hyperion
Symbolic Continuous-Time Gaussian Belief Propagation Framework with Ceres Interoperability
Language: C++ - Size: 7.39 MB - Last synced at: 6 months ago - Pushed at: 7 months ago - Stars: 83 - Forks: 10
ehsanmok/spark-lp
Distributed Linear Programming Solver on top of Apache Spark
Language: Scala - Size: 38.1 KB - Last synced at: 2 days ago - Pushed at: over 4 years ago - Stars: 76 - Forks: 22
OPT4SMART/disropt
DISROPT: A Python framework for distributed optimization
Language: Python - Size: 8.44 MB - Last synced at: 10 months ago - Pushed at: over 1 year ago - Stars: 65 - Forks: 19
lajoiepy/robust_distributed_mapper Fork of CogRob/distributed-mapper
This library is an implementation of the algorithm described in Distributed Trajectory Estimation with Privacy and Communication Constraints: a Two-Stage Distributed Gauss-Seidel Approach.
Language: C++ - Size: 8.14 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 41 - Forks: 11
mkhraijah/PowerModelsADA.jl
A package for solving optimal power flow problems using distributed algorithms.
Language: Julia - Size: 1.07 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 31 - Forks: 7
JYWa/Overlap_Local_SGD
Implementation of (overlap) local SGD in Pytorch
Language: Python - Size: 40 KB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 29 - Forks: 12
litian96/FedDANE
FedDANE: A Federated Newton-Type Method (Asilomar Conference on Signals, Systems, and Computers ‘19)
Language: Python - Size: 18.8 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 25 - Forks: 10
jeffkinnison/shadho
Scalable, structured, dynamically-scheduled hyperparameter optimization.
Language: Python - Size: 12.9 MB - Last synced at: 27 days ago - Pushed at: over 2 years ago - Stars: 19 - Forks: 8
Evolutionary-Intelligence/dpop7
A ray-based library of Distributed POPulation-based OPtimization for Large-Scale Black-Box Optimization.
Language: Python - Size: 259 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 15 - Forks: 1
JYWa/MATCHA
Communication-efficient decentralized SGD (Pytorch)
Language: Python - Size: 19.5 KB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 14 - Forks: 6
Alirezalm/scot
Sparse Convex Optimization Toolkit (SCOT)
Language: C++ - Size: 50.5 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 13 - Forks: 1
nicola-bastianello/tvopt
tvopt is a prototyping and benchmarking Python framework for time-varying (or online) optimization.
Language: Python - Size: 976 KB - Last synced at: 2 days ago - Pushed at: about 2 years ago - Stars: 13 - Forks: 3
rounak-meyur/revs-admm
Distributed approach of scheduling residential EV charging to maintain reliability of power distribution grids.
Language: Python - Size: 74.9 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 8 - Forks: 1
darknorth0/distributed_consensus_containment
MATLAB implementation of the paper "Distributed Optimization of Average Consensus Containment with Multiple Stationary Leaders" [arXiv 2022].
Language: MATLAB - Size: 15.6 KB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 8 - Forks: 1
mmkamani7/RI-SGD
Implementation of Redundancy Infused SGD for faster distributed SGD.
Language: Python - Size: 32.2 KB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 8 - Forks: 4
ShahryarBQ/DSpodFL
Decentralized Sporadic Federated Learning: A Unified Algorithmic Framework with Convergence Guarantees
Language: Python - Size: 17.6 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 6 - Forks: 0
Ahmed-Bayoumy/DMDO
Distributed Multidisciplinary Design Optimization
Language: Python - Size: 9.65 MB - Last synced at: 22 days ago - Pushed at: about 1 year ago - Stars: 5 - Forks: 4
vineeths96/Gradient-Compression
We present a set of all-reduce compatible gradient compression algorithms which significantly reduce the communication overhead while maintaining the performance of vanilla SGD. We empirically evaluate the performance of the compression methods by training deep neural networks on the CIFAR10 dataset.
Language: Python - Size: 32.5 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 5 - Forks: 3
Jushan-Randy-Chen/consensus_ADMM
Consensus-ADMM for multi-robot trajectory optimization.
Language: Jupyter Notebook - Size: 8.01 MB - Last synced at: 5 months ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 0
vineeths96/Heterogeneous-Systems
We present an algorithm to dynamically adjust the data assigned for each worker at every epoch during the training in a heterogeneous cluster. We empirically evaluate the performance of the dynamic partitioning by training deep neural networks on the CIFAR10 dataset.
Language: Python - Size: 1.02 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 4 - Forks: 1
naraharikr/master_thesis
Implementation of consensus algorithms using row-stochastic weights over directed graphs
Language: MATLAB - Size: 80.8 MB - Last synced at: 8 days ago - Pushed at: over 3 years ago - Stars: 4 - Forks: 1
DK-Zhu/DUST-on-PEVs-charging
Code for ''Distributed Online Optimization with Coupled Inequality Constraints over Unbalanced Directed Networks'' (CDC 2023)
Language: Python - Size: 366 KB - Last synced at: 1 day ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 1
mmkamani7/LUPA-SGD
Implementation of Local Updates Periodic Averaging (LUPA) SGD
Language: Python - Size: 1.91 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 2 - Forks: 3
MuhammadAshiqAmeer/Federated-Learning-Intel-OpenFL
The repository focuses on conducting Federated Learning experiments using the Intel OpenFL framework with diverse machine learning models, utilizing image and tabular datasets, applicable different domains like medicine, banking etc.
Language: Jupyter Notebook - Size: 12.9 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0
shresthasagar/Federated-MaxVar-GCCA
Error feedback based quantization aided and convergence guaranteed Communication Efficient Federated Linear and Deep GCCA
Language: Jupyter Notebook - Size: 6.32 MB - Last synced at: 5 months ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 2
vineeths96/Federated-Learning
We present UDP-based aggregation algorithms for federated learning. We also present a scalable framework for practical federated learning. We empirically evaluate the performance by training deep convolutional neural networks on the MNIST dataset and the CIFAR10 dataset.
Language: Python - Size: 58 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0
nicola-bastianello/optopy
optopy is a prototyping and benchmarking Python framework for optimization, both static and dynamic, centralized and distributed
Language: Python - Size: 512 KB - Last synced at: 7 days ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 0
DK-Zhu/BDPP-on-resource-allocation
Code for "A Distributed Buffering Drift-Plus-Penalty Algorithm for Coupling Constrained Optimization" (L-CSS 2023)
Language: Python - Size: 285 KB - Last synced at: 1 day ago - Pushed at: 10 days ago - Stars: 0 - Forks: 1
zythorn/OptimalGradientSliding
Unofficial implementation of the Accelerated ExtraGradient method from the 2022 paper "Optimal Gradient Sliding and its Application to Distributed Optimization Under Similarity" by Kovalev D. et al.
Language: Python - Size: 7.81 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0
iraikov/distgfs
Parallel optimizer based on the Global Function Search
Language: Python - Size: 256 KB - Last synced at: 23 days ago - Pushed at: 5 months ago - Stars: 0 - Forks: 1
Alirezalm/dccp
dccp is a simple python package that implements DiPOA algorithm.
Language: Python - Size: 23.4 KB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0
spencerkraisler/RCM-Consensus-Lie-Group
This repo is an implementation of the algorithm from the paper Consensus on Lie groups for the Riemannian Center of Mass. This algorithm computes the Riemannian center of mass of a set of points in a distributed manner, generalizing the Euclidean average consensus dynamics.
Language: MATLAB - Size: 4.88 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
XiaoFuLab/federated_max_var_gcca Fork of shresthasagar/Federated-MaxVar-GCCA
Error feedback based quantization aided and convergence guaranteed Communication Efficient Federated Linear and Deep GCCA
Language: Jupyter Notebook - Size: 6.32 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
erfunmirzaei/FedAvg-FedProx
Implemented FedAvg & FedProx: Decentralized Optimization Algorithms for Neural Networks for an Image Classification Task- Distributed Optimization and Learning(DOL) Course Project
Language: Jupyter Notebook - Size: 2.25 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0
vienmai/pomodoro
Pomodoro: Progressive Decomposition Methods with Acceleration
Language: C++ - Size: 3.31 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0
SteMula/Distributed_Contraint_Coupled_Task_Assignment
Project work of Distributed Control System
Language: MATLAB - Size: 1.69 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0
