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/**
* Provides an implementation of _API graphs_, which are an abstract representation of the API
* surface used and/or defined by a code base.
*
* The nodes of the API graph represent definitions and uses of API components. The edges are
* directed and labeled; they specify how the components represented by nodes relate to each other.
*/
private import python
import semmle.python.dataflow.new.DataFlow
/**
* Provides classes and predicates for working with APIs used in a database.
*/
module API {
/**
* An abstract representation of a definition or use of an API component such as a function
* exported by a Python package, or its result.
*/
class Node extends Impl::TApiNode {
/**
* Gets a data-flow node corresponding to a use of the API component represented by this node.
*
* For example, `import re; re.escape` is a use of the `escape` function from the
* `re` module, and `import re; re.escape("hello")` is a use of the return of that function.
*
* This includes indirect uses found via data flow, meaning that in
* ```python
* def f(x):
* pass
*
* f(obj.foo)
* ```
* both `obj.foo` and `x` are uses of the `foo` member from `obj`.
*/
DataFlow::Node getAUse() {
exists(DataFlow::LocalSourceNode src | Impl::use(this, src) |
Impl::trackUseNode(src).flowsTo(result)
)
}
/**
* Gets an immediate use of the API component represented by this node.
*
* For example, `import re; re.escape` is a an immediate use of the `escape` member
* from the `re` module.
*
* Unlike `getAUse()`, this predicate only gets the immediate references, not the indirect uses
* found via data flow. This means that in `x = re.escape` only `re.escape` is a reference
* to the `escape` member of `re`, neither `x` nor any node that `x` flows to is a reference to
* this API component.
*/
DataFlow::LocalSourceNode getAnImmediateUse() { Impl::use(this, result) }
/**
* Gets a call to the function represented by this API component.
*/
DataFlow::CallCfgNode getACall() { result = this.getReturn().getAnImmediateUse() }
/**
* Gets a node representing member `m` of this API component.
*
* For example, a member can be:
*
* - A submodule of a module
* - An attribute of an object
*/
bindingset[m]
bindingset[result]
Node getMember(string m) { result = this.getASuccessor(Label::member(m)) }
/**
* Gets a node representing a member of this API component where the name of the member is
* not known statically.
*/
Node getUnknownMember() { result = this.getASuccessor(Label::unknownMember()) }
/**
* Gets a node representing a member of this API component where the name of the member may
* or may not be known statically.
*/
Node getAMember() {
result = this.getASuccessor(Label::member(_)) or
result = this.getUnknownMember()
}
/**
* Gets a node representing the result of the function represented by this node.
*
* This predicate may have multiple results when there are multiple invocations of this API component.
* Consider using `getACall()` if there is a need to distinguish between individual calls.
*/
Node getReturn() { result = this.getASuccessor(Label::return()) }
/**
* Gets a node representing a subclass of the class represented by this node.
*/
Node getASubclass() { result = this.getASuccessor(Label::subclass()) }
/**
* Gets a node representing the result from awaiting this node.
*/
Node getAwaited() { result = this.getASuccessor(Label::await()) }
/**
* Gets a string representation of the lexicographically least among all shortest access paths
* from the root to this node.
*/
string getPath() {
result = min(string p | p = this.getAPath(Impl::distanceFromRoot(this)) | p)
}
/**
* Gets a node such that there is an edge in the API graph between this node and the other
* one, and that edge is labeled with `lbl`.
*/
Node getASuccessor(string lbl) { Impl::edge(this, lbl, result) }
/**
* Gets a node such that there is an edge in the API graph between that other node and
* this one, and that edge is labeled with `lbl`
*/
Node getAPredecessor(string lbl) { this = result.getASuccessor(lbl) }
/**
* Gets a node such that there is an edge in the API graph between this node and the other
* one.
*/
Node getAPredecessor() { result = this.getAPredecessor(_) }
/**
* Gets a node such that there is an edge in the API graph between that other node and
* this one.
*/
Node getASuccessor() { result = this.getASuccessor(_) }
/**
* Gets the data-flow node that gives rise to this node, if any.
*/
DataFlow::Node getInducingNode() { this = Impl::MkUse(result) }
/**
* Holds if this element is at the specified location.
* The location spans column `startcolumn` of line `startline` to
* column `endcolumn` of line `endline` in file `filepath`.
* For more information, see
* [Locations](https://codeql.github.com/docs/writing-codeql-queries/providing-locations-in-codeql-queries/).
*/
predicate hasLocationInfo(
string filepath, int startline, int startcolumn, int endline, int endcolumn
) {
this.getInducingNode().hasLocationInfo(filepath, startline, startcolumn, endline, endcolumn)
or
// For nodes that do not have a meaningful location, `path` is the empty string and all other
// parameters are zero.
not exists(this.getInducingNode()) and
filepath = "" and
startline = 0 and
startcolumn = 0 and
endline = 0 and
endcolumn = 0
}
/**
* Gets a textual representation of this element.
*/
abstract string toString();
/**
* Gets a path of the given `length` from the root to this node.
*/
private string getAPath(int length) {
this instanceof Impl::MkRoot and
length = 0 and
result = ""
or
exists(Node pred, string lbl, string predpath |
Impl::edge(pred, lbl, this) and
lbl != "" and
predpath = pred.getAPath(length - 1) and
exists(string dot | if length = 1 then dot = "" else dot = "." |
result = predpath + dot + lbl and
// avoid producing strings longer than 1MB
result.length() < 1000 * 1000
)
) and
length in [1 .. Impl::distanceFromRoot(this)]
}
/** Gets the shortest distance from the root to this node in the API graph. */
int getDepth() { result = Impl::distanceFromRoot(this) }
}
/** The root node of an API graph. */
class Root extends Node, Impl::MkRoot {
override string toString() { result = "root" }
}
/** A node corresponding to the use of an API component. */
class Use extends Node, Impl::TUse {
override string toString() {
exists(string type |
this = Impl::MkUse(_) and type = "Use "
or
this = Impl::MkModuleImport(_) and type = "ModuleImport "
|
result = type + this.getPath()
or
not exists(this.getPath()) and result = type + "with no path"
)
}
}
/** Gets the root node. */
Root root() { any() }
/**
* Gets a node corresponding to an import of module `m`.
*
* Note: You should only use this predicate for top level modules. If you want nodes corresponding to a submodule,
* you should use `.getMember` on the parent module. For example, for nodes corresponding to the module `foo.bar`,
* use `moduleImport("foo").getMember("bar")`.
*/
Node moduleImport(string m) { result = Impl::MkModuleImport(m) }
/** Gets a node corresponding to the built-in with the given name, if any. */
Node builtin(string n) { result = moduleImport("builtins").getMember(n) }
/**
* Provides the actual implementation of API graphs, cached for performance.
*
* Ideally, we'd like nodes to correspond to (global) access paths, with edge labels
* corresponding to extending the access path by one element. We also want to be able to map
* nodes to their definitions and uses in the data-flow graph, and this should happen modulo
* (inter-procedural) data flow.
*
* This, however, is not easy to implement, since access paths can have unbounded length
* and we need some way of recognizing cycles to avoid non-termination. Unfortunately, expressing
* a condition like "this node hasn't been involved in constructing any predecessor of
* this node in the API graph" without negative recursion is tricky.
*
* So instead most nodes are directly associated with a data-flow node, representing
* either a use or a definition of an API component. This ensures that we only have a finite
* number of nodes. However, we can now have multiple nodes with the same access
* path, which are essentially indistinguishable for a client of the API.
*
* On the other hand, a single node can have multiple access paths (which is, of
* course, unavoidable). We pick as canonical the alphabetically least access path with
* shortest length.
*/
cached
private module Impl {
/*
* Modeling imports is slightly tricky because of the way we handle dotted name imports in our
* libraries. In dotted imports such as
*
* ```python
* import foo.bar.baz as fbb
* from foo.bar.baz import quux as fbbq
* ```
*
* the dotted name is simply represented as a string. We would like `fbb.quux` and `fbbq` to
* be represented as API graph nodes with the following path:
*
* ```ql
* moduleImport("foo").getMember("bar").getMember("baz").getMember("quux")
* ```
*
* To do this, we produce an API graph node for each dotted name prefix we find in the set of
* imports. Thus, for the above two imports, we would get nodes for
*
* ```python
* foo
* foo.bar
* foo.bar.baz
* ```
*
* Only the first of these can act as the beginning of a path (and become a
* `moduleImport`-labeled edge from the global root node).
*
* (Using prefixes rather than simply `foo`, `bar`, and `baz` is important. We don't want
* potential crosstalk between `foo.bar.baz` and `ham.bar.eggs`.)
*
* We then add `getMember` edges between these prefixes: `foo` steps to `foo.bar` via an edge
* labeled `getMember("bar")` and so on.
*
* When we then see `import foo.bar.baz as fbb`, the data-flow node `fbb` gets marked as a use
* of the API graph node corresponding to the prefix `foo.bar.baz`. Because of the edges leading to
* this node, it is reachable via `moduleImport("foo").getMember("bar").getMember("baz")` and
* thus `fbb.quux` is reachable via the path mentioned above.
*
* When we see `from foo.bar.baz import quux as fbbq` a similar thing happens. First, `foo.bar.baz`
* is seen as a use of the API graph node as before. Then `import quux as fbbq` is seen as
* a member lookup of `quux` on the API graph node for `foo.bar.baz`, and then finally the
* data-flow node `fbbq` is marked as a use of the same path mentioned above.
*
* Finally, in a non-aliased import such as
*
* ```python
* import foo.bar.baz
* ```
*
* we only consider this as a definition of the name `foo` (thus making it a use of the corresponding
* API graph node for the prefix `foo`), in accordance with the usual semantics of Python.
*/
private import semmle.python.internal.Awaited
cached
newtype TApiNode =
/** The root of the API graph. */
MkRoot() or
/** An abstract representative for imports of the module called `name`. */
MkModuleImport(string name) {
// Ignore the following module name for Python 2, as we alias `__builtin__` to `builtins` elsewhere
(name != "__builtin__" or major_version() = 3) and
(
imports(_, name)
or
// When we `import foo.bar.baz` we want to create API graph nodes also for the prefixes
// `foo` and `foo.bar`:
name = any(ImportExpr e | not e.isRelative()).getAnImportedModuleName()
)
or
// The `builtins` module should always be implicitly available
name = "builtins"
} or
/** A use of an API member at the node `nd`. */
MkUse(DataFlow::Node nd) { use(_, _, nd) }
class TUse = MkModuleImport or MkUse;
/**
* Holds if the dotted module name `sub` refers to the `member` member of `base`.
*
* For instance, `prefix_member("foo.bar", "baz", "foo.bar.baz")` would hold.
*/
private predicate prefix_member(TApiNode base, string member, TApiNode sub) {
exists(string sub_str, string regexp |
regexp = "(.+)[.]([^.]+)" and
base = MkModuleImport(sub_str.regexpCapture(regexp, 1)) and
member = sub_str.regexpCapture(regexp, 2) and
sub = MkModuleImport(sub_str)
)
}
/**
* Holds if `imp` is a data-flow node inside an import statement that refers to a module by the
* name `name`.
*
* Ignores relative imports, such as `from ..foo.bar import baz`.
*/
private predicate imports(DataFlow::Node imp, string name) {
exists(ImportExprNode iexpr |
imp.asCfgNode() = iexpr and
not iexpr.getNode().isRelative() and
name = iexpr.getNode().getImportedModuleName()
)
}
private import semmle.python.dataflow.new.internal.Builtins
private import semmle.python.dataflow.new.internal.ImportStar
/**
* Gets the API graph node for all modules imported with `from ... import *` inside the scope `s`.
*
* For example, given
*
* ```python
* from foo.bar import *
* ```
*
* this would be the API graph node with the path
*
* `moduleImport("foo").getMember("bar")`
*/
private TApiNode potential_import_star_base(Scope s) {
exists(DataFlow::Node n |
n.asCfgNode() = ImportStar::potentialImportStarBase(s) and
use(result, n)
)
}
/**
* Holds if `ref` is a use of a node that should have an incoming edge from `base` labeled
* `lbl` in the API graph.
*/
cached
predicate use(TApiNode base, string lbl, DataFlow::Node ref) {
exists(DataFlow::LocalSourceNode src, DataFlow::LocalSourceNode pred |
// First, we find a predecessor of the node `ref` that we want to determine. The predecessor
// is any node that is a type-tracked use of a data flow node (`src`), which is itself a
// reference to the API node `base`. Thus, `pred` and `src` both represent uses of `base`.
//
// Once we have identified the predecessor, we define its relation to the successor `ref` as
// well as the label on the edge from `pred` to `ref`. This label describes the nature of
// the relationship between `pred` and `ref`.
use(base, src) and pred = trackUseNode(src)
|
// Referring to an attribute on a node that is a use of `base`:
lbl = Label::memberFromRef(ref) and
ref = pred.getAnAttributeReference()
or
// Calling a node that is a use of `base`
lbl = Label::return() and
ref = pred.getACall()
or
// Subclassing a node
lbl = Label::subclass() and
exists(DataFlow::Node superclass | pred.flowsTo(superclass) |
ref.asExpr().(ClassExpr).getABase() = superclass.asExpr()
)
or
// awaiting
exists(DataFlow::Node awaitedValue |
lbl = Label::await() and
ref = awaited(awaitedValue) and
pred.flowsTo(awaitedValue)
)
)
or
// Built-ins, treated as members of the module `builtins`
base = MkModuleImport("builtins") and
lbl = Label::member(any(string name | ref = Builtins::likelyBuiltin(name)))
or
// Unknown variables that may belong to a module imported with `import *`
exists(Scope s |
base = potential_import_star_base(s) and
lbl =
Label::member(any(string name |
ImportStar::namePossiblyDefinedInImportStar(ref.asCfgNode(), name, s)
))
)
}
/**
* Holds if `ref` is a use of node `nd`.
*/
cached
predicate use(TApiNode nd, DataFlow::Node ref) {
exists(string name |
nd = MkModuleImport(name) and
imports(ref, name)
)
or
// Ensure the Python 2 `__builtin__` module gets the name of the Python 3 `builtins` module.
major_version() = 2 and
nd = MkModuleImport("builtins") and
imports(ref, "__builtin__")
or
nd = MkUse(ref)
}
/**
* Gets a data-flow node to which `src`, which is a use of an API-graph node, flows.
*
* The flow from `src` to that node may be inter-procedural.
*/
private DataFlow::TypeTrackingNode trackUseNode(
DataFlow::LocalSourceNode src, DataFlow::TypeTracker t
) {
t.start() and
use(_, src) and
result = src
or
exists(DataFlow::TypeTracker t2 | result = trackUseNode(src, t2).track(t2, t))
}
/**
* Gets a data-flow node to which `src`, which is a use of an API-graph node, flows.
*
* The flow from `src` to that node may be inter-procedural.
*/
cached
DataFlow::LocalSourceNode trackUseNode(DataFlow::LocalSourceNode src) {
result = trackUseNode(src, DataFlow::TypeTracker::end()) and
not result instanceof DataFlow::ModuleVariableNode
}
/**
* Holds if there is an edge from `pred` to `succ` in the API graph that is labeled with `lbl`.
*/
cached
predicate edge(TApiNode pred, string lbl, TApiNode succ) {
/* There's an edge from the root node for each imported module. */
exists(string m |
pred = MkRoot() and
lbl = Label::mod(m)
|
succ = MkModuleImport(m) and
// Only allow undotted names to count as base modules.
not m.matches("%.%")
)
or
/* Step from the dotted module name `foo.bar` to `foo.bar.baz` along an edge labeled `baz` */
exists(string member |
prefix_member(pred, member, succ) and
lbl = Label::member(member)
)
or
/* Every node that is a use of an API component is itself added to the API graph. */
exists(DataFlow::LocalSourceNode ref |
use(pred, lbl, ref) and
succ = MkUse(ref)
)
}
/**
* Holds if there is an edge from `pred` to `succ` in the API graph.
*/
private predicate edge(TApiNode pred, TApiNode succ) { edge(pred, _, succ) }
/** Gets the shortest distance from the root to `nd` in the API graph. */
cached
int distanceFromRoot(TApiNode nd) = shortestDistances(MkRoot/0, edge/2)(_, nd, result)
}
}
private module Label {
/** Gets the edge label for the module `m`. */
bindingset[m]
bindingset[result]
string mod(string m) { result = "moduleImport(\"" + m + "\")" }
/** Gets the `member` edge label for member `m`. */
bindingset[m]
bindingset[result]
string member(string m) { result = "getMember(\"" + m + "\")" }
/** Gets the `member` edge label for the unknown member. */
string unknownMember() { result = "getUnknownMember()" }
/** Gets the `member` edge label for the given attribute reference. */
string memberFromRef(DataFlow::AttrRef pr) {
result = member(pr.getAttributeName())
or
not exists(pr.getAttributeName()) and
result = unknownMember()
}
/** Gets the `return` edge label. */
string return() { result = "getReturn()" }
/** Gets the `subclass` edge label. */
string subclass() { result = "getASubclass()" }
/** Gets the `await` edge label. */
string await() { result = "getAwaited()" }
}