Comparison ...

This is the official code from ....

Most of the code is subjetct to GNU license. Files ml_tools.py and ml_models.py are based from this repository and under MIT license (license added in each file).

Datasets

The datasets that were use are:

• HDFS: .....
• BGL: .....

Scripts Simple methods

Current scripts in the repository:

• client_app.py: start a client server.
• server_app.py: start the main server.

Example Single method:

To run the code:

• Running server:

python server_app.py --config config_files/hdfs_iid.yaml --method 3-Gram --run_number 0

• Running client:

python client_app.py --config config_files/hdfs_iid.yaml --method 3-Gram --run_number 0 --num_client 0

Example Combine methods:

To run the code:

• Running server:

python server_app.py --config config_files/bgl_no_iid.yaml --method KnowEvents LengthDetection --run_number 0

• Running client:

python client_app.py --config config_files/bgl_no_iid.yaml --method KnowEvents LengthDetection --run_number 0 --num_client 0

Run multiple methods at once

Change the arguments inside the script:

sh run_multiple_clients.sh

Scripts ML methods

Current scripts in the repository:

• ml_centralize.py: Run the ml methods as centralize.
• ml_federated_simulation.py: Run the ml methods as federated.

Federated learning diagram

The strategy was created following the flower documentation.