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Logging

Modularization

We support the following logging "keys":

  • fuzz: fuzzing loop;
  • mgen: model generation;
  • smt: constraints in smt solving;
  • exec: model execution;
  • viz: graphviz visualization;
  • dtest: dtype_test;
  • core: seed setting, etc;

The show messages above "INFO" level (see Python's logging module). To show debug level message, add hydra.verbose=[${keys}] (also see hydra.logging).

# Show debug information related to `fuzz`:
${NNSMITH_CMD} hydra.verbose=fuzz
# Show debug info for `fuzz` and `exec`:
${NNSMITH_CMD} hydra.verbose="[fuzz,exec]"

Where the log is?

By default, NNSmith logs things both in console and file. You can find the loggings in outputs/${DATE}/${APP}.log (current working directory).

Errors

See nnsmith/error.py:

  • ConstraintError: Unsatisfiable constraints which is a hint to re-try;
  • InternalError: NNSmith has some internal bugs that should be fixed.

Takeways:

  • Catch ConstraintError as a hint to re-try graph generation (no satisfiable solution yet);
  • Never catch InternalError -- but let the maintainer know the issue and fix it.