SUNNY-AS for OASC challenge
This programm is an extension of the SUNNY-AS tool, available at CP-UNIBO.
We integrated a training phase for SUNNY, and we proposed two modalities: autok and fkvar. "autok" studies only the neighbourhood value k, "fkvar" accounts for both k and features. For more details please refer to description.
Requirements
- Python v2.x https://www.python.org/
Instructions
The source codes of SUNNY and training are contained in the folder 'src' and 'oasc' respectively. The folder 'main' contains the scripts to run different modalities of SUNNY on all scenarios.
The program runs training and testing in sequence, in following we take 'autok' approach as execution example:
- Training:
Go to the 'main' folder.
main:$~ sh make_oasc_tasks.sh > tasks.txt
main:$~ sh oasc_train.sh run_autok tasks.txt # configured for parallel execution
Training results would be stored in the corresponding folder and will be read automatically by test scripts
- Testing:
main:$~ sh make_oasc_tasks.sh > tasks.txt
main:$~ sh oasc_test.sh autok tasks.txt # configured for parallel execution
For the other approach 'fkvar', it is sufficient to substitute 'autok' for 'fkvar', thus, the following commands:
main:$~ sh make_oasc_tasks.sh > tasks.txt
main:$~ sh oasc_train.sh run_fkvar tasks.txt # configured for parallel execution
main:$~ sh oasc_test.sh run_fkvar tasks.txt # configured for parallel execution
Note that,
- The two training modalities should run separately.
- In 'oasc' folder, you can also run SUNNY on a single scenario as follow (e.g. scenario 'Caren'):
oasc:$~ python run_autok.py Caren # training,
oasc:$~ python result.py Caren autok # testing
Authors
- Tong Liu (t.liu at cs.unibo.it)
- Roberto Amadini (roberto.amadini at unimelb.edu.au)
- Jacopo Mauro (mauro.jacopo at gmail.com)
License ©️
The SUNNY-OASC is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License. The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details.