Environment

Comment unnecessary parts and run install.sh

Run

Take nqfl for example

cd ./fedml_experiments/standalone/fedavg_nqfl

# lr_mnist
nohup sh run_fedavg_standalone_pytorch.sh 0 10 10 10 mnist ./../../../data/mnist lr hetero 1000 5 0.03 sgd 0 6 > ./fedavg_standalone.txt 2>&1 &

# cnn_mnist
nohup sh run_fedavg_standalone_pytorch.sh 0 10 10 10 mnist ./../../../data/mnist cnn hetero 200 20 0.03 sgd 0 6 > ./fedavg_standalone.txt 2>&1 &

# cnn_cifar10
nohup sh run_fedavg_standalone_pytorch.sh 0 10 10 10 cifar10 ./../../../data/cifar10 cnn hetero 200 20 0.03 sgd 0 6 > ./fedavg_standalone.txt 2>&1 &

# cnn_femnist
nohup sh run_fedavg_standalone_pytorch.sh 0 10 10 10 femnist ./../../../data/FederatedEMNIST/datasets cnn hetero 200 20 0.03 sgd 0 6 > ./fedavg_standalone.txt 2>&1 &

Algorithm

• fedavg_qsgd is QSGD
• fedavg_lloyd is SLMQ(standard lloyd-max quantization)
• fedavg_sk is AdaQuantFL
• fedavg_nqfl(NQFL) and fedavg_sk_nqfl(AdaQuantFL+NQFL) are ours

Result

https://wandb.ai/yuhengtu/fedml/overview?workspace=user-yuhengtu

Reference

• Fedml
• lloyd-max alogrithm