From 992a49407c62c2c398a24a19386721a5280d8cd1 Mon Sep 17 00:00:00 2001 From: turt Date: Thu, 29 Aug 2024 17:53:33 +0200 Subject: [PATCH] Add tutorial on graph diffing --- tutorials/graph-only-diffing.rst | 208 ++++++++++++++++++ tutorials/res/diff-cfg.png | Bin 0 -> 60816 bytes tutorials/res/diff-dispatcher.png | Bin 0 -> 81850 bytes tutorials/res/diff-signedness.png | Bin 0 -> 19954 bytes tutorials/res/fixed.evm | 15 ++ tutorials/res/fixed.sol | 16 ++ .../res/stack-balance-weight-epsilon.png | Bin 0 -> 37868 bytes .../res/stack-balance-weight-tradeoff.png | Bin 0 -> 36826 bytes tutorials/res/tradeoff-epsilon.png | Bin 0 -> 40094 bytes tutorials/res/vulnerable.evm | 16 ++ tutorials/res/vulnerable.sol | 16 ++ tutorials/tutorials.rst | 1 + 12 files changed, 272 insertions(+) create mode 100644 tutorials/graph-only-diffing.rst create mode 100644 tutorials/res/diff-cfg.png create mode 100644 tutorials/res/diff-dispatcher.png create mode 100644 tutorials/res/diff-signedness.png create mode 100644 tutorials/res/fixed.evm create mode 100644 tutorials/res/fixed.sol create mode 100644 tutorials/res/stack-balance-weight-epsilon.png create mode 100644 tutorials/res/stack-balance-weight-tradeoff.png create mode 100644 tutorials/res/tradeoff-epsilon.png create mode 100644 tutorials/res/vulnerable.evm create mode 100644 tutorials/res/vulnerable.sol diff --git a/tutorials/graph-only-diffing.rst b/tutorials/graph-only-diffing.rst new file mode 100644 index 0000000..61fb243 --- /dev/null +++ b/tutorials/graph-only-diffing.rst @@ -0,0 +1,208 @@ +Diffing Graphs only +=================== + +QBinDiff is able to perform graph matching, whether this graph is a Control Flow Graph (CFG), +a Call Graph (CG), or something completely unrelated. +We demonstrated this in our `introductory blog post `_ +with the protein-protein interaction (PPI) networks of different species in bioinformatics. + +In this tutorial, we will focus our attention on the CFG of EVM smart contracts. + +Motivation +---------- + +The Ethereum Virtual Machine (EVM) is a RISC stack-based architecture. +It is used by Ethereum and other compatible chains to execute smart contracts, +the core programs of decentralized applications on these platforms. + +In addition to the lack of native support from tools such as QBinDiff, BinExport, and Quokka, +the EVM bytecode lacks an explicit structure to identify functions: +all the control flow is performed with only conditional and unconditional jumps (``JUMPI``, ``JUMP``), +that read the destination address on the stack. +This design leads to particular patterns in the bytecode, for example: + +* the start of the bytecode contains a dispatcher, acting like a giant switch statement, + that is responsible for jumping into the called external/public function; +* to call internal functions and other forms of duplicated code, + the caller pushes a return address onto the stack before executing a jump instruction. + +However, several tools let you recover the CFG of the smart contract +(some even detect functions with varying degrees of success). +From this information alone, this tutorial will guide you with diffing an example smart contract. + +How to diff +----------- + +In this tutorial, we will diff two versions of an example smart contract. +One allows its user's balance to go negative but not the other. + ++---------------------------------------+----------------------------------+ +| ``vulnerable.sol`` | ``fixed.sol`` | ++=======================================+==================================+ +|.. literalinclude:: res/vulnerable.sol |.. literalinclude:: res/fixed.sol | ++---------------------------------------+----------------------------------+ +|.. literalinclude:: res/vulnerable.evm |.. literalinclude:: res/fixed.evm | ++---------------------------------------+----------------------------------+ + +To this end, we will use QBinDiff's ``DiGraphDiffer`` to compare their CFG. + +Generate the graphs +^^^^^^^^^^^^^^^^^^^ + +The first step is to recover the CFG from the bytecode of the smart contracts. +While not trivial, this has been solved by several tools already. +We recommend `EtherSolve `_ (java) +or `vandal `_ (python). + +.. code-block:: sh + + java -jar EtherSolve.jar -r -j vulnerable.evm + +The command above generates a file named ``Analysis_.json``. +In this file, the CFG can be found under the ``runtimeCfg`` field. +Note that edges are stored under ``runtimeCfg.successors`` (and sometimes have duplicate entries). + +QBinDiff's differ expects ``networkx.DiGraph`` as inputs, so we will need to adapt the data a little bit: + +.. code-block:: python + + def process_ethersolve(analysis: dict[str, Any]) -> networkx.DiGraph: + # Filter the desired attributes and set the node ID as the basic block's offset + nodes = [ + { + "id": n["offset"], + "length": n["length"], + "type": n["type"], + "stack_balance": n["stackBalance"], + "bytecode": n["bytecodeHex"], + "opcodes": n["parsedOpcodes"], + } for n in analysis["runtimeCfg"]["nodes"] + ] + + # Generate an edge for each successor of each node + links = [ + [{"source": e["from"], "target": t} for t in e["to"]] + for e in analysis["runtimeCfg"]["successors"] + ] + # Flatten the list + links = [item for sublist in links for item in sublist] + + # Create the networkx.DiGraph + nx_node_link = {"directed": True, "multigraph": False, "nodes": nodes, "links": links} + return networkx.node_link_graph(nx_node_link) + + +(optional) Write heuristics +^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +When matching nodes, we can help the differ by setting an initial similarity score between each pair of nodes. +These scores are gathered in the similarity matrix, initialized to all 1, +meaning every node is initially believed to be similar to all nodes. + +If you have access to some heuristic for similarity between nodes, +you can add a prepass that will be executed before matching nodes to alter the similarity matrix. + +For example, we have access to the stack balance of each basic block. +This value indicates how many words the basic block pushes or pops from the stack. +Intuitively, similar blocks should have the same stack balance. + +You can find more information `here <../qbindiff/doc/source/api/differ.html#qbindiff.Differ.register_prepass>`_ +on how to create a prepass. + +In this example, we first arrange nodes by stack balance in each graph, +then reduce the similarity of nodes that do not share the same stack balance. + +Note that the nodes' IDs are their offset, and do not correspond to the row or column in the similarity matrix. +The correspondance is given by the ``primary_n2i`` and ``secondary_n2i`` mappings. + +.. code-block:: python + + def prepass_stack_balance( + sim_matrix: SimMatrix, + primary: qbindiff.GenericGraph, + secondary: qbindiff.GenericGraph, + primary_n2i: dict[int, int], + secondary_n2i: dict[int, int], + **kwargs, + ) -> None: + # Arrange nodes indices by stack balance + + ## Primary node indices by stack balance + primary_index: dict[int, list[int]] = {} + ## Secondary node indices by stack balance + secondary_index: dict[int, list[int]] = {} + + ## Populate primary_index and secondary_index + for graph, n2i, index in ( + (primary, primary_n2i, primary_index), + (secondary, secondary_n2i, secondary_index), + ): + for node_id in graph.nodes(): + node = graph.nodes[node_id] + balance = node["stack_balance"] + if balance not in index: + index[balance] = [] + index[balance].append(n2i[node_id]) + + # Reduce the similarity of nodes that do not share the same stack balance by 60% + for primary_balance, primary_indices in primary_index.items(): + for secondary_balance, secondary_indices in secondary_index.items(): + if primary_balance == secondary_balance: + continue + for i in primary_indices: + sim_matrix[i, secondary_indices] *= 0.4 + +Perform the match +^^^^^^^^^^^^^^^^^ + +Once you have the CFG in a ``networkx.DiGraph`` object, +and have optionally written some prepasses, performing the mapping is simple: + +.. code-block:: python + + differ = qbindiff.DiGraphDiffer( + primary_cfg, + secondary_cfg, + sparsity_ratio=0, + tradeoff=0.5, + epsilon=0.1, + ) + differ.register_prepass(prepass_stack_balance) # optional + mapping = differ.compute_matching() + +You can experiment with the tradeoff and epsilon values, +depending on the nature of the diffing performed. +As general guidelines: + +* ``tradeoff`` gives more weight to the topology when close to 0, + and more weight to the similarity when close to 1. + It should be set strictly between 0 and 1. + The better your heuristics, the higher its value. +* ``epsilon`` controls the convergence speed. + It should not be set to 0, and be as close to 1 as you can afford to wait. + For this simple example, a conservative low value is not an issue. +* you should adjust how much your prepasses affect the similarity matrix, + depending on the quality of your heuristics. + +For this example, we performed an exhaustive search of these parameters, +when compared to a ground truth matching. +In these maps, ``epsilon`` and ``tradeoff`` correspond to the above parameters, +while ``stack balance weight`` controls how much the stack balance prepass impacts the similarity matrix. + ++-------------------------------------------------+--------------------------------------------------+-------------------------------------+ +| .. image:: res/stack-balance-weight-epsilon.png | .. image:: res/stack-balance-weight-tradeoff.png | .. image:: res/tradeoff-epsilon.png | ++-------------------------------------------------+--------------------------------------------------+-------------------------------------+ + +Process the result +^^^^^^^^^^^^^^^^^^ + +Now that you have a mapping between nodes of the primary and secondary graphs, +you can process it however you like, for example to compute similarity score. + +Here we show a visualization of the resulting diff, revealing interesting aspects of the modification: + 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+0115565b610082565b005b33600090815260208190526040812080548392 +906100a1908490610155565b90915550506001600160a01b038216600090 +815260208190526040812080548392906100ce90849061016e565b909155 +50505050565b80356001600160a01b03811681146100ee57600080fd5b91 +9050565b60006020828403121561010557600080fd5b61010e826100d756 +5b9392505050565b6000806040838503121561012857600080fd5b610131 +836100d7565b946020939093013593505050565b634e487b7160e01b6000 +52601160045260246000fd5b818103818111156101685761016861013f56 +5b92915050565b808201808211156101685761016861013f56fea2646970 +66735822122024ea090b39258ab97fbe93f3646eb22d1d2cc2aedc4b74e1 +c3861562ad940d0364736f6c63430008190033 diff --git a/tutorials/res/fixed.sol b/tutorials/res/fixed.sol new file mode 100644 index 0000000..cda96e5 --- /dev/null +++ b/tutorials/res/fixed.sol @@ -0,0 +1,16 @@ +// SPDX-License-Identifier: MIT + +pragma solidity 0.8.25; + +contract SimpleToken { + mapping(address => uint) public balances; + + constructor() { + balances[msg.sender] += 1000e18; + } + + function sendToken(address _recipient, uint _amount) public { + balances[msg.sender] -= _amount; + balances[_recipient] += _amount; + } +} diff --git a/tutorials/res/stack-balance-weight-epsilon.png b/tutorials/res/stack-balance-weight-epsilon.png new file mode 100644 index 0000000000000000000000000000000000000000..b1c1b20e29d582a8c3fcc2e6a2496f121255477c GIT binary patch literal 37868 zcma&N1yEc~)GZ3Z-DQvvoZt=t0wK7&4({$6G|1rYE(z|g!F|x+?hu^d&KvUm?^WGb zw{G34Gg5QT^pW1(d#$xshbhWSpdk|>LqS2INlA(-LqWashk}CMKzs-JrL|6`4)THI zAgSdH1%+Yw_JS@JDzb!vO30QH6;}0FI-Z4w4|E{;vI)XHK>rS#8{wLU{O-H&{vS-} zyo4tne>MZo<3|s353N>GsB@2`RTQYZ1ZWt4Xc(viHz>%*e;X7$>f1)h`nDN#y>0(@ z`#MSg*W>@Eq5o}L|I11Kf9Lt%?_-ryndTHzy7K8f^Lj8L8LT`SskK>l)1423hB=Q4 z9lG?^O5WxL85WlwwpL!*W$(9EQf>)M*e+)uFG2sL5GF)8_ne1LfuS1L{rm;iASo2; zI}{$(7vaQ7WeQ|OD9H~{!HB4?Rr(8_OYS5M7A=g*~KD~zF`b*E7eAK6ud-zKunVrxBt!E zq)HEP3g|Yd(VWRpEfUF#MZRI|y3(u*L4f)aF{@izwY+OE*Rp#0?91|tH%lHAH?d#W 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za#HO$m5jbwOuwxgN0+6U8Kn8CrKQE{QpR?QgzeKF$2&egGcz-?hRTs~?{v8Jba15OpHJj{*Mca|I0oU_t^^2!Kkr Wlj9R1uK4!pXZ5s int) public balances; + + constructor() { + balances[msg.sender] += 1000e18; + } + + function sendToken(address _recipient, int _amount) public { + balances[msg.sender] -= _amount; + balances[_recipient] += _amount; + } +} diff --git a/tutorials/tutorials.rst b/tutorials/tutorials.rst index 221aa50..c048879 100644 --- a/tutorials/tutorials.rst +++ b/tutorials/tutorials.rst @@ -24,6 +24,7 @@ QBinDiff .. toctree:: :maxdepth: 1 + Diffing Graphs only Diffing Two Programs Choosing Features Diffing with Custom Anchors