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Scene Modification with MR-CKR and ASP

To install the necessary requirements use

pip install -r requirements.txt

Additionally, the ckrewriter needs Java to run. See https://github.com/dkmfbk/ckrew.

To build the inputs for the ckrewriter run

python build.py

It reads in the input scene together with the basic ontology axioms from with_scene.owl. Afterwards it produces the MR-CKR representing the different types of danger/diagnosis that should be present in the folder MR_CKR. Additionally, it produces the file MR_CKR/extra.lp which contains * weak constraints that ensure the generation of scenes that are as similar as possible to the input, and * strong constraints that ensure that in each context the corresponding danger/diagnosis is derived.

Next, to build the ASP representation of the MR-CKR run

cd ckr-datalog-rewriter-d-1.6/
bash mybuild.sh
cd ..

This produces an ASP file called out.lp containing the desired ASP representation.

To combine the MR-CKR represented by out.lp with the danger enforcing constraints and the similarity enforcing weak constraints use

clingo -t 4 MR_CKR/extra.lp ckr-datalog-rewriter-d-1.6/out.lp

This outputs the modifications necessary in each context to ensure the corresponding danger/diagnosis.

Used modules

The module in context.py provides a python interface to build contexts from ground up and add (defeasible) axioms to them. The module in mr_ckr.py provides a python interface to build an MR-CKR from a base ontology and different contexts that can be related in terms of specicifity. Additionally, it allows writing the produces MR-CKR into a folder in a format that the ckrewriter understands. The script build.py build the corresponding model as explained above for our prototype to generate scenes for the autonomous driving application. Notably, it contains a function change_and_basic_from_ontology(onto, exchangeable_concepts) that builds the change and basic context from the base ontology onto and the names of the concepts which are exchangable in exchangeable_concepts.

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