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author | Georg Brandl <georg@python.org> | 2007-08-15 14:28:22 (GMT) |
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committer | Georg Brandl <georg@python.org> | 2007-08-15 14:28:22 (GMT) |
commit | 116aa62bf54a39697e25f21d6cf6799f7faa1349 (patch) | |
tree | 8db5729518ed4ca88e26f1e26cc8695151ca3eb3 /Doc/library/parser.rst | |
parent | 739c01d47b9118d04e5722333f0e6b4d0c8bdd9e (diff) | |
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diff --git a/Doc/library/parser.rst b/Doc/library/parser.rst new file mode 100644 index 0000000..b767561 --- /dev/null +++ b/Doc/library/parser.rst @@ -0,0 +1,683 @@ + +:mod:`parser` --- Access Python parse trees +=========================================== + +.. module:: parser + :synopsis: Access parse trees for Python source code. +.. moduleauthor:: Fred L. Drake, Jr. <fdrake@acm.org> +.. sectionauthor:: Fred L. Drake, Jr. <fdrake@acm.org> + + +.. % Copyright 1995 Virginia Polytechnic Institute and State University +.. % and Fred L. Drake, Jr. This copyright notice must be distributed on +.. % all copies, but this document otherwise may be distributed as part +.. % of the Python distribution. No fee may be charged for this document +.. % in any representation, either on paper or electronically. This +.. % restriction does not affect other elements in a distributed package +.. % in any way. + +.. index:: single: parsing; Python source code + +The :mod:`parser` module provides an interface to Python's internal parser and +byte-code compiler. The primary purpose for this interface is to allow Python +code to edit the parse tree of a Python expression and create executable code +from this. This is better than trying to parse and modify an arbitrary Python +code fragment as a string because parsing is performed in a manner identical to +the code forming the application. It is also faster. + +There are a few things to note about this module which are important to making +use of the data structures created. This is not a tutorial on editing the parse +trees for Python code, but some examples of using the :mod:`parser` module are +presented. + +Most importantly, a good understanding of the Python grammar processed by the +internal parser is required. For full information on the language syntax, refer +to :ref:`reference-index`. The parser +itself is created from a grammar specification defined in the file +:file:`Grammar/Grammar` in the standard Python distribution. The parse trees +stored in the AST objects created by this module are the actual output from the +internal parser when created by the :func:`expr` or :func:`suite` functions, +described below. The AST objects created by :func:`sequence2ast` faithfully +simulate those structures. Be aware that the values of the sequences which are +considered "correct" will vary from one version of Python to another as the +formal grammar for the language is revised. However, transporting code from one +Python version to another as source text will always allow correct parse trees +to be created in the target version, with the only restriction being that +migrating to an older version of the interpreter will not support more recent +language constructs. The parse trees are not typically compatible from one +version to another, whereas source code has always been forward-compatible. + +Each element of the sequences returned by :func:`ast2list` or :func:`ast2tuple` +has a simple form. Sequences representing non-terminal elements in the grammar +always have a length greater than one. The first element is an integer which +identifies a production in the grammar. These integers are given symbolic names +in the C header file :file:`Include/graminit.h` and the Python module +:mod:`symbol`. Each additional element of the sequence represents a component +of the production as recognized in the input string: these are always sequences +which have the same form as the parent. An important aspect of this structure +which should be noted is that keywords used to identify the parent node type, +such as the keyword :keyword:`if` in an :const:`if_stmt`, are included in the +node tree without any special treatment. For example, the :keyword:`if` keyword +is represented by the tuple ``(1, 'if')``, where ``1`` is the numeric value +associated with all :const:`NAME` tokens, including variable and function names +defined by the user. In an alternate form returned when line number information +is requested, the same token might be represented as ``(1, 'if', 12)``, where +the ``12`` represents the line number at which the terminal symbol was found. + +Terminal elements are represented in much the same way, but without any child +elements and the addition of the source text which was identified. The example +of the :keyword:`if` keyword above is representative. The various types of +terminal symbols are defined in the C header file :file:`Include/token.h` and +the Python module :mod:`token`. + +The AST objects are not required to support the functionality of this module, +but are provided for three purposes: to allow an application to amortize the +cost of processing complex parse trees, to provide a parse tree representation +which conserves memory space when compared to the Python list or tuple +representation, and to ease the creation of additional modules in C which +manipulate parse trees. A simple "wrapper" class may be created in Python to +hide the use of AST objects. + +The :mod:`parser` module defines functions for a few distinct purposes. The +most important purposes are to create AST objects and to convert AST objects to +other representations such as parse trees and compiled code objects, but there +are also functions which serve to query the type of parse tree represented by an +AST object. + + +.. seealso:: + + Module :mod:`symbol` + Useful constants representing internal nodes of the parse tree. + + Module :mod:`token` + Useful constants representing leaf nodes of the parse tree and functions for + testing node values. + + +.. _creating-asts: + +Creating AST Objects +-------------------- + +AST objects may be created from source code or from a parse tree. When creating +an AST object from source, different functions are used to create the ``'eval'`` +and ``'exec'`` forms. + + +.. function:: expr(source) + + The :func:`expr` function parses the parameter *source* as if it were an input + to ``compile(source, 'file.py', 'eval')``. If the parse succeeds, an AST object + is created to hold the internal parse tree representation, otherwise an + appropriate exception is thrown. + + +.. function:: suite(source) + + The :func:`suite` function parses the parameter *source* as if it were an input + to ``compile(source, 'file.py', 'exec')``. If the parse succeeds, an AST object + is created to hold the internal parse tree representation, otherwise an + appropriate exception is thrown. + + +.. function:: sequence2ast(sequence) + + This function accepts a parse tree represented as a sequence and builds an + internal representation if possible. If it can validate that the tree conforms + to the Python grammar and all nodes are valid node types in the host version of + Python, an AST object is created from the internal representation and returned + to the called. If there is a problem creating the internal representation, or + if the tree cannot be validated, a :exc:`ParserError` exception is thrown. An + AST object created this way should not be assumed to compile correctly; normal + exceptions thrown by compilation may still be initiated when the AST object is + passed to :func:`compileast`. This may indicate problems not related to syntax + (such as a :exc:`MemoryError` exception), but may also be due to constructs such + as the result of parsing ``del f(0)``, which escapes the Python parser but is + checked by the bytecode compiler. + + Sequences representing terminal tokens may be represented as either two-element + lists of the form ``(1, 'name')`` or as three-element lists of the form ``(1, + 'name', 56)``. If the third element is present, it is assumed to be a valid + line number. The line number may be specified for any subset of the terminal + symbols in the input tree. + + +.. function:: tuple2ast(sequence) + + This is the same function as :func:`sequence2ast`. This entry point is + maintained for backward compatibility. + + +.. _converting-asts: + +Converting AST Objects +---------------------- + +AST objects, regardless of the input used to create them, may be converted to +parse trees represented as list- or tuple- trees, or may be compiled into +executable code objects. Parse trees may be extracted with or without line +numbering information. + + +.. function:: ast2list(ast[, line_info]) + + This function accepts an AST object from the caller in *ast* and returns a + Python list representing the equivalent parse tree. The resulting list + representation can be used for inspection or the creation of a new parse tree in + list form. This function does not fail so long as memory is available to build + the list representation. If the parse tree will only be used for inspection, + :func:`ast2tuple` should be used instead to reduce memory consumption and + fragmentation. When the list representation is required, this function is + significantly faster than retrieving a tuple representation and converting that + to nested lists. + + If *line_info* is true, line number information will be included for all + terminal tokens as a third element of the list representing the token. Note + that the line number provided specifies the line on which the token *ends*. + This information is omitted if the flag is false or omitted. + + +.. function:: ast2tuple(ast[, line_info]) + + This function accepts an AST object from the caller in *ast* and returns a + Python tuple representing the equivalent parse tree. Other than returning a + tuple instead of a list, this function is identical to :func:`ast2list`. + + If *line_info* is true, line number information will be included for all + terminal tokens as a third element of the list representing the token. This + information is omitted if the flag is false or omitted. + + +.. function:: compileast(ast[, filename='<ast>']) + + .. index:: + builtin: exec + builtin: eval + + The Python byte compiler can be invoked on an AST object to produce code objects + which can be used as part of a call to the built-in :func:`exec` or :func:`eval` + functions. This function provides the interface to the compiler, passing the + internal parse tree from *ast* to the parser, using the source file name + specified by the *filename* parameter. The default value supplied for *filename* + indicates that the source was an AST object. + + Compiling an AST object may result in exceptions related to compilation; an + example would be a :exc:`SyntaxError` caused by the parse tree for ``del f(0)``: + this statement is considered legal within the formal grammar for Python but is + not a legal language construct. The :exc:`SyntaxError` raised for this + condition is actually generated by the Python byte-compiler normally, which is + why it can be raised at this point by the :mod:`parser` module. Most causes of + compilation failure can be diagnosed programmatically by inspection of the parse + tree. + + +.. _querying-asts: + +Queries on AST Objects +---------------------- + +Two functions are provided which allow an application to determine if an AST was +created as an expression or a suite. Neither of these functions can be used to +determine if an AST was created from source code via :func:`expr` or +:func:`suite` or from a parse tree via :func:`sequence2ast`. + + +.. function:: isexpr(ast) + + .. index:: builtin: compile + + When *ast* represents an ``'eval'`` form, this function returns true, otherwise + it returns false. This is useful, since code objects normally cannot be queried + for this information using existing built-in functions. Note that the code + objects created by :func:`compileast` cannot be queried like this either, and + are identical to those created by the built-in :func:`compile` function. + + +.. function:: issuite(ast) + + This function mirrors :func:`isexpr` in that it reports whether an AST object + represents an ``'exec'`` form, commonly known as a "suite." It is not safe to + assume that this function is equivalent to ``not isexpr(ast)``, as additional + syntactic fragments may be supported in the future. + + +.. _ast-errors: + +Exceptions and Error Handling +----------------------------- + +The parser module defines a single exception, but may also pass other built-in +exceptions from other portions of the Python runtime environment. See each +function for information about the exceptions it can raise. + + +.. exception:: ParserError + + Exception raised when a failure occurs within the parser module. This is + generally produced for validation failures rather than the built in + :exc:`SyntaxError` thrown during normal parsing. The exception argument is + either a string describing the reason of the failure or a tuple containing a + sequence causing the failure from a parse tree passed to :func:`sequence2ast` + and an explanatory string. Calls to :func:`sequence2ast` need to be able to + handle either type of exception, while calls to other functions in the module + will only need to be aware of the simple string values. + +Note that the functions :func:`compileast`, :func:`expr`, and :func:`suite` may +throw exceptions which are normally thrown by the parsing and compilation +process. These include the built in exceptions :exc:`MemoryError`, +:exc:`OverflowError`, :exc:`SyntaxError`, and :exc:`SystemError`. In these +cases, these exceptions carry all the meaning normally associated with them. +Refer to the descriptions of each function for detailed information. + + +.. _ast-objects: + +AST Objects +----------- + +Ordered and equality comparisons are supported between AST objects. Pickling of +AST objects (using the :mod:`pickle` module) is also supported. + + +.. data:: ASTType + + The type of the objects returned by :func:`expr`, :func:`suite` and + :func:`sequence2ast`. + +AST objects have the following methods: + + +.. method:: AST.compile([filename]) + + Same as ``compileast(ast, filename)``. + + +.. method:: AST.isexpr() + + Same as ``isexpr(ast)``. + + +.. method:: AST.issuite() + + Same as ``issuite(ast)``. + + +.. method:: AST.tolist([line_info]) + + Same as ``ast2list(ast, line_info)``. + + +.. method:: AST.totuple([line_info]) + + Same as ``ast2tuple(ast, line_info)``. + + +.. _ast-examples: + +Examples +-------- + +.. index:: builtin: compile + +The parser modules allows operations to be performed on the parse tree of Python +source code before the bytecode is generated, and provides for inspection of the +parse tree for information gathering purposes. Two examples are presented. The +simple example demonstrates emulation of the :func:`compile` built-in function +and the complex example shows the use of a parse tree for information discovery. + + +Emulation of :func:`compile` +^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +While many useful operations may take place between parsing and bytecode +generation, the simplest operation is to do nothing. For this purpose, using +the :mod:`parser` module to produce an intermediate data structure is equivalent +to the code :: + + >>> code = compile('a + 5', 'file.py', 'eval') + >>> a = 5 + >>> eval(code) + 10 + +The equivalent operation using the :mod:`parser` module is somewhat longer, and +allows the intermediate internal parse tree to be retained as an AST object:: + + >>> import parser + >>> ast = parser.expr('a + 5') + >>> code = ast.compile('file.py') + >>> a = 5 + >>> eval(code) + 10 + +An application which needs both AST and code objects can package this code into +readily available functions:: + + import parser + + def load_suite(source_string): + ast = parser.suite(source_string) + return ast, ast.compile() + + def load_expression(source_string): + ast = parser.expr(source_string) + return ast, ast.compile() + + +Information Discovery +^^^^^^^^^^^^^^^^^^^^^ + +.. index:: + single: string; documentation + single: docstrings + +Some applications benefit from direct access to the parse tree. The remainder +of this section demonstrates how the parse tree provides access to module +documentation defined in docstrings without requiring that the code being +examined be loaded into a running interpreter via :keyword:`import`. This can +be very useful for performing analyses of untrusted code. + +Generally, the example will demonstrate how the parse tree may be traversed to +distill interesting information. Two functions and a set of classes are +developed which provide programmatic access to high level function and class +definitions provided by a module. The classes extract information from the +parse tree and provide access to the information at a useful semantic level, one +function provides a simple low-level pattern matching capability, and the other +function defines a high-level interface to the classes by handling file +operations on behalf of the caller. All source files mentioned here which are +not part of the Python installation are located in the :file:`Demo/parser/` +directory of the distribution. + +The dynamic nature of Python allows the programmer a great deal of flexibility, +but most modules need only a limited measure of this when defining classes, +functions, and methods. In this example, the only definitions that will be +considered are those which are defined in the top level of their context, e.g., +a function defined by a :keyword:`def` statement at column zero of a module, but +not a function defined within a branch of an :keyword:`if` ... :keyword:`else` +construct, though there are some good reasons for doing so in some situations. +Nesting of definitions will be handled by the code developed in the example. + +To construct the upper-level extraction methods, we need to know what the parse +tree structure looks like and how much of it we actually need to be concerned +about. Python uses a moderately deep parse tree so there are a large number of +intermediate nodes. It is important to read and understand the formal grammar +used by Python. This is specified in the file :file:`Grammar/Grammar` in the +distribution. Consider the simplest case of interest when searching for +docstrings: a module consisting of a docstring and nothing else. (See file +:file:`docstring.py`.) :: + + """Some documentation. + """ + +Using the interpreter to take a look at the parse tree, we find a bewildering +mass of numbers and parentheses, with the documentation buried deep in nested +tuples. :: + + >>> import parser + >>> import pprint + >>> ast = parser.suite(open('docstring.py').read()) + >>> tup = ast.totuple() + >>> pprint.pprint(tup) + (257, + (264, + (265, + (266, + (267, + (307, + (287, + (288, + (289, + (290, + (292, + (293, + (294, + (295, + (296, + (297, + (298, + (299, + (300, (3, '"""Some documentation.\n"""'))))))))))))))))), + (4, ''))), + (4, ''), + (0, '')) + +The numbers at the first element of each node in the tree are the node types; +they map directly to terminal and non-terminal symbols in the grammar. +Unfortunately, they are represented as integers in the internal representation, +and the Python structures generated do not change that. However, the +:mod:`symbol` and :mod:`token` modules provide symbolic names for the node types +and dictionaries which map from the integers to the symbolic names for the node +types. + +In the output presented above, the outermost tuple contains four elements: the +integer ``257`` and three additional tuples. Node type ``257`` has the symbolic +name :const:`file_input`. Each of these inner tuples contains an integer as the +first element; these integers, ``264``, ``4``, and ``0``, represent the node +types :const:`stmt`, :const:`NEWLINE`, and :const:`ENDMARKER`, respectively. +Note that these values may change depending on the version of Python you are +using; consult :file:`symbol.py` and :file:`token.py` for details of the +mapping. It should be fairly clear that the outermost node is related primarily +to the input source rather than the contents of the file, and may be disregarded +for the moment. The :const:`stmt` node is much more interesting. In +particular, all docstrings are found in subtrees which are formed exactly as +this node is formed, with the only difference being the string itself. The +association between the docstring in a similar tree and the defined entity +(class, function, or module) which it describes is given by the position of the +docstring subtree within the tree defining the described structure. + +By replacing the actual docstring with something to signify a variable component +of the tree, we allow a simple pattern matching approach to check any given +subtree for equivalence to the general pattern for docstrings. Since the +example demonstrates information extraction, we can safely require that the tree +be in tuple form rather than list form, allowing a simple variable +representation to be ``['variable_name']``. A simple recursive function can +implement the pattern matching, returning a Boolean and a dictionary of variable +name to value mappings. (See file :file:`example.py`.) :: + + from types import ListType, TupleType + + def match(pattern, data, vars=None): + if vars is None: + vars = {} + if type(pattern) is ListType: + vars[pattern[0]] = data + return 1, vars + if type(pattern) is not TupleType: + return (pattern == data), vars + if len(data) != len(pattern): + return 0, vars + for pattern, data in map(None, pattern, data): + same, vars = match(pattern, data, vars) + if not same: + break + return same, vars + +Using this simple representation for syntactic variables and the symbolic node +types, the pattern for the candidate docstring subtrees becomes fairly readable. +(See file :file:`example.py`.) :: + + import symbol + import token + + DOCSTRING_STMT_PATTERN = ( + symbol.stmt, + (symbol.simple_stmt, + (symbol.small_stmt, + (symbol.expr_stmt, + (symbol.testlist, + (symbol.test, + (symbol.and_test, + (symbol.not_test, + (symbol.comparison, + (symbol.expr, + (symbol.xor_expr, + (symbol.and_expr, + (symbol.shift_expr, + (symbol.arith_expr, + (symbol.term, + (symbol.factor, + (symbol.power, + (symbol.atom, + (token.STRING, ['docstring']) + )))))))))))))))), + (token.NEWLINE, '') + )) + +Using the :func:`match` function with this pattern, extracting the module +docstring from the parse tree created previously is easy:: + + >>> found, vars = match(DOCSTRING_STMT_PATTERN, tup[1]) + >>> found + 1 + >>> vars + {'docstring': '"""Some documentation.\n"""'} + +Once specific data can be extracted from a location where it is expected, the +question of where information can be expected needs to be answered. When +dealing with docstrings, the answer is fairly simple: the docstring is the first +:const:`stmt` node in a code block (:const:`file_input` or :const:`suite` node +types). A module consists of a single :const:`file_input` node, and class and +function definitions each contain exactly one :const:`suite` node. Classes and +functions are readily identified as subtrees of code block nodes which start +with ``(stmt, (compound_stmt, (classdef, ...`` or ``(stmt, (compound_stmt, +(funcdef, ...``. Note that these subtrees cannot be matched by :func:`match` +since it does not support multiple sibling nodes to match without regard to +number. A more elaborate matching function could be used to overcome this +limitation, but this is sufficient for the example. + +Given the ability to determine whether a statement might be a docstring and +extract the actual string from the statement, some work needs to be performed to +walk the parse tree for an entire module and extract information about the names +defined in each context of the module and associate any docstrings with the +names. The code to perform this work is not complicated, but bears some +explanation. + +The public interface to the classes is straightforward and should probably be +somewhat more flexible. Each "major" block of the module is described by an +object providing several methods for inquiry and a constructor which accepts at +least the subtree of the complete parse tree which it represents. The +:class:`ModuleInfo` constructor accepts an optional *name* parameter since it +cannot otherwise determine the name of the module. + +The public classes include :class:`ClassInfo`, :class:`FunctionInfo`, and +:class:`ModuleInfo`. All objects provide the methods :meth:`get_name`, +:meth:`get_docstring`, :meth:`get_class_names`, and :meth:`get_class_info`. The +:class:`ClassInfo` objects support :meth:`get_method_names` and +:meth:`get_method_info` while the other classes provide +:meth:`get_function_names` and :meth:`get_function_info`. + +Within each of the forms of code block that the public classes represent, most +of the required information is in the same form and is accessed in the same way, +with classes having the distinction that functions defined at the top level are +referred to as "methods." Since the difference in nomenclature reflects a real +semantic distinction from functions defined outside of a class, the +implementation needs to maintain the distinction. Hence, most of the +functionality of the public classes can be implemented in a common base class, +:class:`SuiteInfoBase`, with the accessors for function and method information +provided elsewhere. Note that there is only one class which represents function +and method information; this parallels the use of the :keyword:`def` statement +to define both types of elements. + +Most of the accessor functions are declared in :class:`SuiteInfoBase` and do not +need to be overridden by subclasses. More importantly, the extraction of most +information from a parse tree is handled through a method called by the +:class:`SuiteInfoBase` constructor. The example code for most of the classes is +clear when read alongside the formal grammar, but the method which recursively +creates new information objects requires further examination. Here is the +relevant part of the :class:`SuiteInfoBase` definition from :file:`example.py`:: + + class SuiteInfoBase: + _docstring = '' + _name = '' + + def __init__(self, tree = None): + self._class_info = {} + self._function_info = {} + if tree: + self._extract_info(tree) + + def _extract_info(self, tree): + # extract docstring + if len(tree) == 2: + found, vars = match(DOCSTRING_STMT_PATTERN[1], tree[1]) + else: + found, vars = match(DOCSTRING_STMT_PATTERN, tree[3]) + if found: + self._docstring = eval(vars['docstring']) + # discover inner definitions + for node in tree[1:]: + found, vars = match(COMPOUND_STMT_PATTERN, node) + if found: + cstmt = vars['compound'] + if cstmt[0] == symbol.funcdef: + name = cstmt[2][1] + self._function_info[name] = FunctionInfo(cstmt) + elif cstmt[0] == symbol.classdef: + name = cstmt[2][1] + self._class_info[name] = ClassInfo(cstmt) + +After initializing some internal state, the constructor calls the +:meth:`_extract_info` method. This method performs the bulk of the information +extraction which takes place in the entire example. The extraction has two +distinct phases: the location of the docstring for the parse tree passed in, and +the discovery of additional definitions within the code block represented by the +parse tree. + +The initial :keyword:`if` test determines whether the nested suite is of the +"short form" or the "long form." The short form is used when the code block is +on the same line as the definition of the code block, as in :: + + def square(x): "Square an argument."; return x ** 2 + +while the long form uses an indented block and allows nested definitions:: + + def make_power(exp): + "Make a function that raises an argument to the exponent `exp'." + def raiser(x, y=exp): + return x ** y + return raiser + +When the short form is used, the code block may contain a docstring as the +first, and possibly only, :const:`small_stmt` element. The extraction of such a +docstring is slightly different and requires only a portion of the complete +pattern used in the more common case. As implemented, the docstring will only +be found if there is only one :const:`small_stmt` node in the +:const:`simple_stmt` node. Since most functions and methods which use the short +form do not provide a docstring, this may be considered sufficient. The +extraction of the docstring proceeds using the :func:`match` function as +described above, and the value of the docstring is stored as an attribute of the +:class:`SuiteInfoBase` object. + +After docstring extraction, a simple definition discovery algorithm operates on +the :const:`stmt` nodes of the :const:`suite` node. The special case of the +short form is not tested; since there are no :const:`stmt` nodes in the short +form, the algorithm will silently skip the single :const:`simple_stmt` node and +correctly not discover any nested definitions. + +Each statement in the code block is categorized as a class definition, function +or method definition, or something else. For the definition statements, the +name of the element defined is extracted and a representation object appropriate +to the definition is created with the defining subtree passed as an argument to +the constructor. The representation objects are stored in instance variables +and may be retrieved by name using the appropriate accessor methods. + +The public classes provide any accessors required which are more specific than +those provided by the :class:`SuiteInfoBase` class, but the real extraction +algorithm remains common to all forms of code blocks. A high-level function can +be used to extract the complete set of information from a source file. (See +file :file:`example.py`.) :: + + def get_docs(fileName): + import os + import parser + + source = open(fileName).read() + basename = os.path.basename(os.path.splitext(fileName)[0]) + ast = parser.suite(source) + return ModuleInfo(ast.totuple(), basename) + +This provides an easy-to-use interface to the documentation of a module. If +information is required which is not extracted by the code of this example, the +code may be extended at clearly defined points to provide additional +capabilities. + |