big-data-lab-umbc/Federated-Learning

Federated-Learning-With-Tree-Structure

Requirements

python3.5
treelib
Keras==2.2.3
flask-socketio
python-socketio python-engineio numpy==1.18.0 scipy==1.4.0 msgpack-numpy
socketIO-client
tensorflow==1.10.0

How to run

[Sequential_Mode]
python3 seq_server.py

(bash ./scripts/start_seq_clients.sh) python3 seq_client.py 0 python3 seq_client.py 1
python3 seq_client.py 2

[Asynchronous_Mode]
python3 asyn_server.py

(bash ./scripts/start_asyn_clients.sh)
python3 asyn_client.py 0
python3 asyn_client.py 1 python3 asyn_client.py 2

[Distributed_Sequential_Mode]
(bash ./scripts/start_distributed_seq_nodes.sh)

python3 distributed_seq_node.py 0
python3 distributed_seq_node.py 1
python3 distributed_seq_node.py 2

[Distributed_Asynchronous_Mode]
(bash ./scripts/start_distributed_asyn_nodes.sh)

python3 distributed_asyn_node.py 0
python3 distributed_asyn_node.py 1
python3 distributed_asyn_node.py 2

Kill process

sudo pkill -9 python