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Python docs: Modernize the learn-ql pages to use the Value API.
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@ -58,19 +58,21 @@ We can modify the query further to include only methods whose body consists of a
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Finding a call to a specific function
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-------------------------------------
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This query uses ``Call`` and ``Name`` to find calls to the function ``input`` - which might potentially be a security hazard (in Python 2).
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This query uses ``Call`` and ``Name`` to find calls to the function ``eval`` - which might potentially be a security hazard.
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.. code-block:: ql
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import python
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from Call call, Name name
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where call.getFunc() = name and name.getId() = "input"
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select call, "call to 'input'."
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where call.getFunc() = name and name.getId() = "eval"
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select call, "call to 'eval'."
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➤ `See this in the query console <https://lgtm.com/query/686330029/>`__. Some of the demo projects on LGTM.com use this function.
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➤ `See this in the query console <https://lgtm.com/query/6718356557331218618/>`__. Some of the demo projects on LGTM.com use this function.
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The ``Call`` class represents calls in Python. The ``Call.getFunc()`` predicate gets the expression being called. ``Name.getId()`` gets the identifier (as a string) of the ``Name`` expression. Due to the dynamic nature of Python, this query will select any call of the form ``input(...)`` regardless of whether it is a call to the built-in function ``input`` or not. In a later tutorial we will see how to use the type-inference library to find calls to the built-in function ``input`` regardless of name of the variable called.
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The ``Call`` class represents calls in Python. The ``Call.getFunc()`` predicate gets the expression being called. ``Name.getId()`` gets the identifier (as a string) of the ``Name`` expression.
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Due to the dynamic nature of Python, this query will select any call of the form ``eval(...)`` regardless of whether it is a call to the built-in function ``eval`` or not.
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In a later tutorial we will see how to use the type-inference library to find calls to the built-in function ``eval`` regardless of name of the variable called.
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What next?
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----------
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@ -3,21 +3,21 @@ Tutorial: Points-to analysis and type inference
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This topic contains worked examples of how to write queries using the standard QL library classes for Python type inference.
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The ``Object`` class
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The ``Value`` class
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--------------------
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The ``Object`` class and its subclasses ``FunctionObject``, ``ClassObject`` and ``ModuleObject`` represent the values an expression may hold at runtime.
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The ``Value`` class and its subclasses ``FunctionValue``, ``ClassValue`` and ``ModuleValue`` represent the values an expression may hold at runtime.
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Summary
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~~~~~~~
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Class hierarchy for ``Object``:
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Class hierarchy for ``Value``:
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- `Object <https://help.semmle.com/qldoc/python/semmle/python/types/Object.qll/type.Object$Object.html>`__
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- `Value <https://help.semmle.com/qldoc/python/semmle/python/objects/ObjectAPI.qll/type.ObjectAPI$Value.html>`__
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- ``ClassObject``
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- ``FunctionObject``
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- ``ModuleObject``
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- ``ClassValue``
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- ``FunctionValue``
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- ``ModuleValue``
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Points-to analysis and type inference
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-------------------------------------
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@ -26,31 +26,32 @@ Points-to analysis, sometimes known as `pointer analysis <http://en.wikipedia.or
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`Type inference <http://en.wikipedia.org/wiki/Type_inference>`__ allows us to infer what the types (classes) of an expression may be at runtime.
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The predicate ``ControlFlowNode.refersTo(...)`` shows which object a control flow node may "refer to" at runtime.
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The predicate ``ControlFlowNode.pointsTo(...)`` shows which object a control flow node may "point to" at runtime.
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``ControlFlowNode.refersTo(...)`` has three variants:
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``ControlFlowNode.pointsTo(...)`` has three variants:
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.. code-block:: ql
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predicate refersTo(Object object)
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predicate refersTo(Object object, ControlFlowNode origin)
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predicate refersTo(Object object, ClassObject cls, ControlFlowNode origin)
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predicate pointsTo(Value object)
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predicate pointsTo(Value object, ControlFlowNode origin)
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predicate pointsTo(Context context, Value object, ControlFlowNode origin)
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``object`` is an object that the control flow node refers to, ``origin`` is where the object comes from, which is useful for displaying meaningful results, and ``cls`` is the inferred class of the ``object``.
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``object`` is an object that the control flow node refers to, ``origin`` is where the object comes from, which is useful for displaying meaningful results.
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The third form includes the ``context`` in which the control flow node refers to ``object``. This form can usually be ignored.
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.. pull-quote::
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Note
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``ControlFlowNode.refersTo()`` cannot find all objects that a control flow node might point to as it impossible to be accurate and find all possible values. We prefer precision (no incorrect values) over recall (finding as many values as possible). We do this because queries based on points-to analysis have fewer false positives and are thus more useful.
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``ControlFlowNode.pointsTo()`` cannot find all objects that a control flow node might point to as it impossible to be accurate and find all possible values. We prefer precision (no incorrect values) over recall (finding as many values as possible). We do this because queries based on points-to analysis have fewer false positives and are thus more useful.
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For complex data flow analyses, involving multiple stages, the ``ControlFlowNode`` version is more precise, but for simple use cases the ``Expr`` based version is easier to use. For convenience, the ``Expr`` class also has the same three predicates. ``Expr.refersTo(...)`` also has three variants:
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For complex data flow analyses, involving multiple stages, the ``ControlFlowNode`` version is more precise, but for simple use cases the ``Expr`` based version is easier to use. For convenience, the ``Expr`` class also has the same three predicates. ``Expr.pointsTo(...)`` also has three variants:
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.. code-block:: ql
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predicate refersTo(Object object)
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predicate refersTo(Object object, AstNode origin)
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predicate refersTo(Object object, ClassObject cls, AstNode origin)
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predicate pointsTo(Value object)
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predicate pointsTo(Value object, AstNode origin)
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predicate pointsTo(Context context, Value object, AstNode origin)
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Using points-to analysis
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------------------------
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@ -84,9 +85,10 @@ The results of this query need to be filtered to return only results where ``ex1
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.. code-block:: ql
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exists(ClassObject cls1, ClassObject cls2 |
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ex1.getType().refersTo(cls1) and
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ex2.getType().refersTo(cls2) |
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exists(ClassValue cls1, ClassValue cls2 |
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ex1.getType().pointsTo(cls1) and
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ex2.getType().pointsTo(cls2) |
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not cls1 = cls2 and
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cls1 = cls2.getASuperType()
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)
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@ -94,9 +96,9 @@ The line:
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::
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ex1.getType().refersTo(cls1)
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ex1.getType().pointsTo(cls1)
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ensures that ``cls1`` is a ``ClassObject`` that the ``except`` block would handle.
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ensures that ``cls1`` is a ``ClassValue`` that the ``except`` block would handle.
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Combining the parts of the query we get this:
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@ -112,9 +114,10 @@ Combining the parts of the query we get this:
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ex1 = t.getHandler(i) and ex2 = t.getHandler(j) and i < j
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)
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and
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exists(ClassObject cls1, ClassObject cls2 |
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ex1.getType().refersTo(cls1) and
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ex2.getType().refersTo(cls2) |
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exists(ClassValue cls1, ClassValue cls2 |
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ex1.getType().pointsTo(cls1) and
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ex2.getType().pointsTo(cls2) |
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not cls1 = cls2 and
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cls1 = cls2.getASuperType()
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)
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select t, ex1, ex2
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@ -136,11 +139,11 @@ First of all find what object is used in the ``for`` loop:
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.. code-block:: ql
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from For loop, Object iter
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where loop.getIter().refersTo(iter)
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from For loop, Value iter
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where loop.getIter().pointsTo(iter)
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select loop, iter
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Then we need to determine if a ``ClassObject`` is iterable. ``ClassObject`` provides the predicate ``isIterable()`` which we can combine with the longer form of ``ControlFlowNode.refersTo()`` to get the class of the loop iterator, giving us this:
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Then we need to determine if the object ``iter`` is iterable. We can test ``ClassValue`` to see if it has the ``__iter__`` attribute.
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**Find non-iterable object used as a loop iterator**
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@ -148,14 +151,15 @@ Then we need to determine if a ``ClassObject`` is iterable. ``ClassObject`` prov
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import python
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from For loop, Object iter, ClassObject cls
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where loop.getIter().refersTo(iter, cls, _)
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and not cls.isIterable()
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from For loop, Value iter, ClassValue cls
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where loop.getIter().pointsTo(iter) and
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cls = iter.getClass() and
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not cls.hasAttribute("__iter__")
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select loop, cls
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➤ `See this in the query console <https://lgtm.com/query/670720182/>`__. Many projects use a non-iterable as a loop iterator.
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Many of the results shown will have ``cls`` as ``NoneType``. It is more informative to show where these ``None`` values may come from. To do this we use the final field of ``refersTo``, as follows:
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Many of the results shown will have ``cls`` as ``NoneType``. It is more informative to show where these ``None`` values may come from. To do this we use the final field of ``pointsTo``, as follows:
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**Find non-iterable object used as a loop iterator 2**
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@ -163,21 +167,22 @@ Many of the results shown will have ``cls`` as ``NoneType``. It is more informat
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import python
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from For loop, Object iter, ClassObject cls, AstNode origin
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where loop.getIter().refersTo(iter, cls, origin)
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and not cls.isIterable()
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from For loop, Value iter, ClassValue cls, AstNode origin
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where loop.getIter().pointsTo(iter, origin) and
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cls = iter.getClass() and
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not cls.hasAttribute("__iter__")
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select loop, cls, origin
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➤ `See this in the query console <https://lgtm.com/query/672230046/>`__. This reports the same results, but with a third column showing the source of the ``None`` values.
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➤ `See this in the query console <https://lgtm.com/query/6718356557331218618/>`__. This reports the same results, but with a third column showing the source of the ``None`` values.
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Finding calls to functions using call-graph analysis
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Finding calls using call-graph analysis
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----------------------------------------------------
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The ``FunctionObject`` class is a subclass of ``Object`` and corresponds to function objects in Python, in much the same way as the ``ClassObject`` class corresponds to class objects in Python.
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The ``Value`` class has a method ``getACall()`` which allows us to find calls to a particular function (including builtin functions).
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The ``FunctionObject`` class has a method ``getACall()`` which allows us to find calls to a particular function (including builtin functions).
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If we wish to restrict the callables to actual functions we can use the ``FunctionValue`` class, which is a subclass of ``Value`` and corresponds to function objects in Python, in much the same way as the ``ClassValue`` class corresponds to class objects in Python.
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Returning to an example from :doc:`Tutorial: Functions <functions>`, we wish to find calls to the ``input`` function.
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Returning to an example from :doc:`Tutorial: Functions <functions>`, we wish to find calls to the ``eval`` function.
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The original query looked this:
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@ -186,38 +191,38 @@ The original query looked this:
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import python
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from Call call, Name name
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where call.getFunc() = name and name.getId() = "input"
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select call, "call to 'input'."
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where call.getFunc() = name and name.getId() = "eval"
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select call, "call to 'eval'."
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➤ `See this in the query console <https://lgtm.com/query/690010037/>`__. Two of the demo projects on LGTM.com have calls that match this pattern.
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➤ `See this in the query console <https://lgtm.com/query/6718356557331218618/>`__. Two of the demo projects on LGTM.com have calls that match this pattern.
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There are two problems with this query:
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- It assumes that any call to something named "input" is a call to the builtin ``input`` function, which may result in some false positive results.
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- It assumes that ``input`` cannot be referred to by any other name, which may result in some false negative results.
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- It assumes that any call to something named "eval" is a call to the builtin ``eval`` function, which may result in some false positive results.
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- It assumes that ``eval`` cannot be referred to by any other name, which may result in some false negative results.
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We can get much more accurate results using call-graph analysis. First, we can precisely identify the ``FunctionObject`` for the ``input`` function, by using the ``builtin_object`` QL predicate as follows:
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We can get much more accurate results using call-graph analysis. First, we can precisely identify the ``FunctionValue`` for the ``eval`` function, by using the ``Value::named`` QL predicate as follows:
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.. code-block:: ql
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import python
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from FunctionObject input
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where input = builtin_object("input")
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select input
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from Value eval
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where eval = Value::named("eval")
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select eval
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Then we can use ``FunctionObject.getACall()`` to identify calls to the ``input`` function, as follows:
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Then we can use ``Value.getACall()`` to identify calls to the ``eval`` function, as follows:
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.. code-block:: ql
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import python
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from ControlFlowNode call, FunctionObject input
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where input = builtin_object("input") and
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call = input.getACall()
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select call, "call to 'input'."
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from ControlFlowNode call, Value eval
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where eval = Value::named("eval") and
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call = eval.getACall()
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select call, "call to 'eval'."
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➤ `See this in the query console <https://lgtm.com/query/670490037/>`__. This accurately identifies calls to the builtin ``input`` function even when they are referred to using an alternative name. Any false positive results with calls to other ``input`` functions, reported by the original query, have been eliminated. It finds one result in files referenced by the *saltstack/salt* project.
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➤ `See this in the query console <https://lgtm.com/query/535131812579637425/>`__. This accurately identifies calls to the builtin ``eval`` function even when they are referred to using an alternative name. Any false positive results with calls to other ``eval`` functions, reported by the original query, have been eliminated. It finds one result in files referenced by the *saltstack/salt* project.
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What next?
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----------
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