# Post Analysis Treatments¶

Post-analysis treatments are flag-activated Kind 2 features that are not directly related to verification. The current post-analysis treatments available are

• certification,

• compilation to Rust,

• test generation,

• contract generation,

• invariant logging,

• invariant printing, and

• inductive validity core generation

All of them are deactivated by default. Post-analysis treatments run on the last analysis of a system. It is defined as the last analysis performed by Kind 2 on a given system. With the default settings, Kind 2 performs a single, monolithic analysis of the top node. In this case, the last analysis is this unique analysis.

This behavior is changed by the compositional flag. For example, say Kind 2 is asked to analyze node top calling two subnodes sub_1 and sub_2, in compositional mode. Say also sub_1 and sub_2 have contracts, and that refinement is possible. In this situation, Kind 2 will analyze top by abstracting its two subnodes. Assume for now that this analysis concludes the system is safe. Kind 2 has nothing left to do on top, so this compositional analysis is the last analysis of top, Kind 2 will run the post-analysis treatments. Assume now that this purely compositional analysis discovers a counterexample. Since refinement is possible, Kind 2 will refine sub_1 (and/or sub_2) and start a new analysis. Hence, the first, purely compositional analysis is not the last analysis of top. The analysis where sub_1 and sub_2 are refined is the last analysis of top regardless of its outcome (assuming no other refinement is possible).

Long story short, the last analysis of a system is either the first analysis allowing to prove the system safe, or the analysis where all refineable systems have been refined.

The modular flag forces Kind 2 to apply whatever analysis / treatment the rest of the flags specify to all the nodes of the system, bottom-up. Post-analysis treatments respect this behavior and will run on the last analysis of each node.

## Prerequisites¶

Some treatments can fail (which results in a warning) because some conditions were not met by the system and/or the last analysis. The prerequisites for each treatment are:

 Treatment Conditions Notes certification last analysis proved the system safe will fail if node is partially defined compilation to Rust test generation system has a contract with more than one mode and the last analysis proved the system safe contract generation experimental invariant logging last analysis proved the system safe invariant printing inductive validity core generation last analysis proved the system safe

Two of the treatments mentioned above end up, if successful, generating a contract for the current node: invariant logging and contract generation. The natural way to benefit from these contracts is to import them explicitly in the original system.

If you do not import these contracts however, silent contract loading will still try to take advantage of them. That is, contracts logged by Kind 2 in previous runs will be loaded as candidate properties. A candidate property is similar to a normal property except that it is allowed to be falsifiable. That is, falsification of a candidate property does not impact the safety of the system under analysis.

Note that if you change the signature of the system, silent contract loading may fail. This failure is silent, and simply results in Kind 2 analyzing the system without any candidates.

NB: for silent contract loading to work, it needs to be able to find the contracts. In practice, Kind 2 will look in the output directory specified by --output_dir, the default being <input_file>.out/.

Kind 2 writes the contracts resulting from invariant logging and contract generation in the output directory, in a sub-directory named after the system the contract is for.

As a result, running kind2 --log_invs on --lus_main top example.lus will log invariants in example.lus.out/top/kind2_strengthening.lus. Running the same command again will cause Kind 2 to silently load this contract as candidates.

If one changes the output directory though, for instance by running kind2 --output_dir out --log_invs on --lus_main top example.lus, then silent contract loading will not find the contracts written to example.lus.out/top because it will look in out/top.

Running kind2 --output_dir out --log_invs on --lus_main top example.lus two times however results in Kind 2 silently loading the contract generated during the first analysis in out/top on the second run.