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EXE: Automatically Generating Inputs of Death Cristian Cadar, Vijay Ganesh, Peter M. Pawlowski, David L. Dill, Dawson R. Engler 13th ACM conference on Computer and communications security (CCS), 2006 Presented By: Clayton Andrews
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Outline EXE Motivation Real bugs How to use Example STP Optimization Experiments Search Heuristics Conclusion Contributions
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EXE EXecution generated Executions An effective-bug finding tool Not manual or randomly constructed input Runs on symbolic input allowed to be “anything”
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EXE Code can generate its own test cases Runs the code on all inputs at once Follows all paths
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Motivation Possible paths of code execution can be large Manual testing far from exhaustive Difficult for developers to reason all paths Random testing not sufficient Suppose bug exists for 1 input of 100 trillion Dynamic tools require initial test cases Presents same problem as manual test
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Real Bugs Berkeley Packet Filter Evil packet filters exploit buffer overruns udhcpd DHCP server Generates packets that invalid reads/writes pcre library Bad regular expressions that compromise
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How to Use Simply call the method make_symbolic() on any input that is unconstrained Compiled using the EXE compiler, exe-cc Then compiled using a standard compiler E.g. gcc
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Example
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STP EXE's constraint solver More precisely a decision procedure Decision procedures Determine satisfiability of logic formulas Express constraints to satisfy an expression
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STP Co-designed for EXE Faster than CVCL, a similar system 550x faster
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Optimizations Caching EXE caches results of satisfiability queries Constraint independence Breaks apart constraints into subsets (A[1]= A[2]+ A[3]) ∧ (A[2] >A[4]) ∧ (A[7]= A[8]) (A[1]= A[2]+ A[3]) ∧ (A[2] >A[4]) A[7]= A[8]
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Experiments Bpf, pcre, udhcpd, expant and tcpdump
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Search Heuristics Every time EXE forks it must choose a path By default, EXE uses depth-first search Use heuristics to choose “interesting” paths
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Search Heuristics Their BFS uses a mixture of best-first and depth-first search New heuristics are easy to plugin
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Conclusion EXE uses symbolic execution to find bugs STP was co-designed to be fast EXE was powerful enough to uncover bugs in real programs
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Contributions The decision procedure STP was created Code can be tested through all paths at once Does not rely on manual input or “luck”
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Reference "EXE: automatically generating inputs of death", Cadar, Cristian and Ganesh, Vijay and Pawlowski, Peter M. and Dill, David L. and Engler, Dawson R., 13th ACM conference on Computer and communications security (CCS), 2006.
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