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-rw-r--r--verify_xor.py31
1 files changed, 31 insertions, 0 deletions
diff --git a/verify_xor.py b/verify_xor.py
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+++ b/verify_xor.py
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+import z3
+import nneq
+
+def check_equivalence(onnx_a, onnx_b, vnnlib):
+ solver = nneq.Solver()
+
+ print(f"--- Checking {vnnlib} ---")
+
+ solver.load_onnx(onnx_a)
+ solver.load_onnx(onnx_b)
+ solver.load_vnnlib(vnnlib)
+
+ result = solver.check()
+
+ if result == z3.unsat:
+ print("VERIFIED (UNSAT): The networks are equivalent under this property.")
+ elif result == z3.sat:
+ print("FAILED (SAT): The networks are NOT equivalent.")
+ print("Counter-example input:")
+ m = solver.model()
+ sorted_symbols = sorted([s for s in m.decls() if s.name().startswith("X_")], key=lambda s: s.name())
+ for s in sorted_symbols:
+ print(f" {s.name()} = {m[s]}")
+ else:
+ print("UNKNOWN")
+ print("")
+
+if __name__ == "__main__":
+ check_equivalence("./xor/xor_a.onnx", "./xor/xor_b.onnx", "./xor/xor_strict.vnnlib")
+ check_equivalence("./xor/xor_a.onnx", "./xor/xor_b.onnx", "./xor/xor_epsilon.vnnlib")
+ check_equivalence("./xor/xor_a.onnx", "./xor/xor_b.onnx", "./xor/xor_argmax.vnnlib")