-
Notifications
You must be signed in to change notification settings - Fork 322
feat: microgen - add AST analysis utilities #2292
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Changes from all commits
b9d4a04
5b4d538
132c571
90b224e
e071eab
dc72a98
7318f0b
07910c5
dc54c99
28de5f8
c457754
595e59f
da97d1d
b57aa5c
6c5f4b0
9f50afa
File filter
Filter by extension
Conversations
Jump to
Diff view
Diff view
There are no files selected for viewing
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,354 @@ | ||
| # -*- coding: utf-8 -*- | ||
| # Copyright 2025 Google LLC | ||
| # | ||
| # Licensed under the Apache License, Version 2.0 (the "License"); | ||
| # you may not use this file except in compliance with the License. | ||
| # You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, software | ||
| # distributed under the License is distributed on an "AS IS" BASIS, | ||
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| # See the License for the specific language governing permissions and | ||
| # limitations under the License. | ||
| # | ||
|
|
||
| """ | ||
| A dual-purpose module for Python code analysis and BigQuery client generation. | ||
|
|
||
| When run as a script, it generates the BigQueryClient source code. | ||
| When imported, it provides utility functions for parsing and exploring | ||
| any Python codebase using the `ast` module. | ||
| """ | ||
|
|
||
| import ast | ||
| import os | ||
| from collections import defaultdict | ||
| from typing import List, Dict, Any | ||
|
|
||
| from . import utils | ||
|
|
||
| # ============================================================================= | ||
| # Section 1: Generic AST Analysis Utilities | ||
| # ============================================================================= | ||
|
|
||
|
|
||
| class CodeAnalyzer(ast.NodeVisitor): | ||
| """ | ||
| A node visitor to traverse an AST and extract structured information | ||
| about classes, methods, and their arguments. | ||
| """ | ||
|
|
||
| def __init__(self): | ||
| self.structure: List[Dict[str, Any]] = [] | ||
| self.imports: set[str] = set() | ||
| self.types: set[str] = set() | ||
| self._current_class_info: Dict[str, Any] | None = None | ||
| self._is_in_method: bool = False | ||
|
|
||
| def _get_type_str(self, node: ast.AST | None) -> str | None: | ||
| """Recursively reconstructs a type annotation string from an AST node.""" | ||
| if node is None: | ||
| return None | ||
| # Handles simple names like 'str', 'int', 'HttpRequest' | ||
| if isinstance(node, ast.Name): | ||
| return node.id | ||
| # Handles dotted names like 'service.GetDatasetRequest' | ||
| if isinstance(node, ast.Attribute): | ||
| # Attempt to reconstruct the full dotted path | ||
| parts = [] | ||
| curr = node | ||
| while isinstance(curr, ast.Attribute): | ||
| parts.append(curr.attr) | ||
| curr = curr.value | ||
| if isinstance(curr, ast.Name): | ||
| parts.append(curr.id) | ||
| return ".".join(reversed(parts)) | ||
| # Handles subscripted types like 'list[str]', 'Optional[...]' | ||
| if isinstance(node, ast.Subscript): | ||
| value_str = self._get_type_str(node.value) | ||
| slice_str = self._get_type_str(node.slice) | ||
| return f"{value_str}[{slice_str}]" | ||
| # Handles tuples inside subscripts, e.g., 'dict[str, int]' | ||
| if isinstance(node, ast.Tuple): | ||
| return ", ".join( | ||
| [s for s in (self._get_type_str(e) for e in node.elts) if s] | ||
| ) | ||
| # Handles forward references as strings, e.g., '"Dataset"' | ||
| if isinstance(node, ast.Constant): | ||
| return repr(node.value) | ||
| return None # Fallback for unhandled types | ||
|
|
||
| def _collect_types_from_node(self, node: ast.AST | None) -> None: | ||
| """Recursively traverses an annotation node to find and collect all type names.""" | ||
| if node is None: | ||
| return | ||
|
|
||
| if isinstance(node, ast.Name): | ||
| self.types.add(node.id) | ||
| elif isinstance(node, ast.Attribute): | ||
| type_str = self._get_type_str(node) | ||
| if type_str: | ||
| self.types.add(type_str) | ||
| elif isinstance(node, ast.Subscript): | ||
| self._collect_types_from_node(node.value) | ||
| self._collect_types_from_node(node.slice) | ||
| elif isinstance(node, (ast.Tuple, ast.List)): | ||
| for elt in node.elts: | ||
| self._collect_types_from_node(elt) | ||
| elif isinstance(node, ast.Constant) and isinstance(node.value, str): | ||
| self.types.add(node.value) | ||
| elif isinstance(node, ast.BinOp) and isinstance( | ||
| node.op, ast.BitOr | ||
| ): # For | union type | ||
| self._collect_types_from_node(node.left) | ||
| self._collect_types_from_node(node.right) | ||
|
|
||
| def visit_Import(self, node: ast.Import) -> None: | ||
| """Catches 'import X' and 'import X as Y' statements.""" | ||
| for alias in node.names: | ||
| if alias.asname: | ||
| self.imports.add(f"import {alias.name} as {alias.asname}") | ||
| else: | ||
| self.imports.add(f"import {alias.name}") | ||
| self.generic_visit(node) | ||
|
|
||
| def visit_ImportFrom(self, node: ast.ImportFrom) -> None: | ||
| """Catches 'from X import Y' statements.""" | ||
| module = node.module or "" | ||
| if not module: | ||
| module = "." * node.level | ||
| else: | ||
| module = "." * node.level + module | ||
|
|
||
| names = [] | ||
| for alias in node.names: | ||
| if alias.asname: | ||
| names.append(f"{alias.name} as {alias.asname}") | ||
| else: | ||
| names.append(alias.name) | ||
|
|
||
| if names: | ||
| self.imports.add(f"from {module} import {', '.join(names)}") | ||
| self.generic_visit(node) | ||
|
|
||
| def visit_ClassDef(self, node: ast.ClassDef) -> None: | ||
| """Visits a class definition node.""" | ||
| class_info = { | ||
| "class_name": node.name, | ||
| "methods": [], | ||
Linchin marked this conversation as resolved.
Show resolved
Hide resolved
|
||
| "attributes": [], | ||
| } | ||
|
|
||
| # Extract class-level attributes (for proto.Message classes) | ||
| for item in node.body: | ||
| if isinstance(item, ast.AnnAssign) and isinstance(item.target, ast.Name): | ||
| attr_name = item.target.id | ||
| type_str = self._get_type_str(item.annotation) | ||
| class_info["attributes"].append({"name": attr_name, "type": type_str}) | ||
|
|
||
| self.structure.append(class_info) | ||
| self._current_class_info = class_info | ||
| self.generic_visit(node) | ||
| self._current_class_info = None | ||
|
|
||
| def visit_FunctionDef(self, node: ast.FunctionDef) -> None: | ||
| """Visits a function/method definition node.""" | ||
| if self._current_class_info: # This is a method | ||
| args_info = [] | ||
|
|
||
| # Get default values | ||
| defaults = [self._get_type_str(d) for d in node.args.defaults] | ||
| num_defaults = len(defaults) | ||
| num_args = len(node.args.args) | ||
|
|
||
| for i, arg in enumerate(node.args.args): | ||
| arg_data = {"name": arg.arg, "type": self._get_type_str(arg.annotation)} | ||
|
|
||
| # Match defaults to arguments from the end | ||
| default_index = i - (num_args - num_defaults) | ||
| if default_index >= 0: | ||
| arg_data["default"] = defaults[default_index] | ||
|
|
||
| args_info.append(arg_data) | ||
| self._collect_types_from_node(arg.annotation) | ||
|
|
||
| # Collect return type | ||
| return_type = self._get_type_str(node.returns) | ||
| self._collect_types_from_node(node.returns) | ||
|
|
||
| method_info = { | ||
| "method_name": node.name, | ||
| "args": args_info, | ||
| "return_type": return_type, | ||
| } | ||
| self._current_class_info["methods"].append(method_info) | ||
|
|
||
| # Visit nodes inside the method to find instance attributes. | ||
| self._is_in_method = True | ||
| self.generic_visit(node) | ||
| self._is_in_method = False | ||
|
|
||
| def _add_attribute(self, attr_name: str, attr_type: str | None = None): | ||
| """Adds a unique attribute to the current class context. | ||
|
|
||
| Assumes self._current_class_info is not None, as this method | ||
| is only called from within visit_Assign and visit_AnnAssign | ||
| after checking for an active class context. | ||
| """ | ||
| # Create a list of attribute names for easy lookup | ||
| attr_names = [ | ||
| attr.get("name") for attr in self._current_class_info["attributes"] | ||
| ] | ||
| if attr_name not in attr_names: | ||
| self._current_class_info["attributes"].append( | ||
| {"name": attr_name, "type": attr_type} | ||
| ) | ||
|
|
||
| def visit_Assign(self, node: ast.Assign) -> None: | ||
| """Handles attribute assignments: `x = ...` and `self.x = ...`.""" | ||
| if self._current_class_info: | ||
| for target in node.targets: | ||
| # Instance attribute: self.x = ... | ||
| if ( | ||
| isinstance(target, ast.Attribute) | ||
| and isinstance(target.value, ast.Name) | ||
| and target.value.id == "self" | ||
| ): | ||
| self._add_attribute(target.attr) | ||
| # Class attribute: x = ... (only if not inside a method) | ||
| elif isinstance(target, ast.Name) and not self._is_in_method: | ||
| self._add_attribute(target.id) | ||
| self.generic_visit(node) | ||
|
|
||
| def visit_AnnAssign(self, node: ast.AnnAssign) -> None: | ||
| """Handles annotated assignments: `x: int = ...` and `self.x: int = ...`.""" | ||
| if self._current_class_info: | ||
| target = node.target | ||
| # Instance attribute: self.x: int = ... | ||
| if ( | ||
| isinstance(target, ast.Attribute) | ||
| and isinstance(target.value, ast.Name) | ||
| and target.value.id == "self" | ||
| ): | ||
| self._add_attribute(target.attr, self._get_type_str(node.annotation)) | ||
| # Class attribute: x: int = ... | ||
| # We identify it as a class attribute if the assignment happens | ||
| # directly within the class body, not inside a method. | ||
| elif isinstance(target, ast.Name) and not self._is_in_method: | ||
| self._add_attribute(target.id, self._get_type_str(node.annotation)) | ||
| self.generic_visit(node) | ||
|
|
||
|
|
||
| def parse_code(code: str) -> tuple[List[Dict[str, Any]], set[str], set[str]]: | ||
| """ | ||
| Parses a string of Python code into a structured list of classes, a set of imports, | ||
| and a set of all type annotations found. | ||
|
|
||
| Args: | ||
| code: A string containing Python code. | ||
|
|
||
| Returns: | ||
| A tuple containing: | ||
| - A list of dictionaries, where each dictionary represents a class. | ||
| - A set of strings, where each string is an import statement. | ||
| - A set of strings, where each string is a type annotation. | ||
| """ | ||
| tree = ast.parse(code) | ||
| analyzer = CodeAnalyzer() | ||
| analyzer.visit(tree) | ||
| return analyzer.structure, analyzer.imports, analyzer.types | ||
|
|
||
|
|
||
| def parse_file(file_path: str) -> tuple[List[Dict[str, Any]], set[str], set[str]]: | ||
| """ | ||
| Parses a Python file into a structured list of classes, a set of imports, | ||
| and a set of all type annotations found. | ||
|
|
||
| Args: | ||
| file_path: The absolute path to the Python file. | ||
|
|
||
| Returns: | ||
| A tuple containing the class structure, a set of import statements, | ||
| and a set of type annotations. | ||
| """ | ||
| with open(file_path, "r", encoding="utf-8") as source: | ||
| code = source.read() | ||
| return parse_code(code) | ||
|
|
||
|
|
||
| def list_code_objects( | ||
| path: str, | ||
| show_methods: bool = False, | ||
| show_attributes: bool = False, | ||
| show_arguments: bool = False, | ||
| ) -> Any: | ||
| """ | ||
| Lists classes and optionally their methods, attributes, and arguments | ||
| from a given Python file or directory. | ||
|
|
||
| This function consolidates the functionality of the various `list_*` functions. | ||
|
|
||
| Args: | ||
| path (str): The absolute path to a Python file or directory. | ||
| show_methods (bool): Whether to include methods in the output. | ||
| show_attributes (bool): Whether to include attributes in the output. | ||
| show_arguments (bool): If True, includes method arguments. Implies show_methods. | ||
|
|
||
| Returns: | ||
| - If `show_methods` and `show_attributes` are both False, returns a | ||
| sorted `List[str]` of class names (mimicking `list_classes`). | ||
| - Otherwise, returns a `Dict[str, Dict[str, Any]]` containing the | ||
| requested details about each class. | ||
| """ | ||
| # If show_arguments is True, we must show methods. | ||
| if show_arguments: | ||
| show_methods = True | ||
|
|
||
| results = defaultdict(dict) | ||
| all_class_keys = [] | ||
|
|
||
| def process_structure( | ||
| structure: List[Dict[str, Any]], file_name: str | None = None | ||
| ): | ||
| """Populates the results dictionary from the parsed AST structure.""" | ||
| for class_info in structure: | ||
| key = class_info["class_name"] | ||
| if file_name: | ||
| key = f"{key} (in {file_name})" | ||
|
|
||
| all_class_keys.append(key) | ||
|
|
||
| if show_attributes: | ||
| results[key]["attributes"] = sorted(class_info["attributes"]) | ||
|
|
||
| if show_methods: | ||
| if show_arguments: | ||
| method_details = {} | ||
| # Sort methods by name for consistent output | ||
| for method in sorted( | ||
| class_info["methods"], key=lambda m: m["method_name"] | ||
| ): | ||
| method_details[method["method_name"]] = method["args"] | ||
| results[key]["methods"] = method_details | ||
| else: | ||
| results[key]["methods"] = sorted( | ||
| [m["method_name"] for m in class_info["methods"]] | ||
| ) | ||
|
|
||
| # Determine if the path is a file or directory and process accordingly | ||
| if os.path.isfile(path) and path.endswith(".py"): | ||
| structure, _, _ = parse_file(path) | ||
| process_structure(structure) | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. For my education, why is file_name omitted here?
Collaborator
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Thanks for asking! Seems like a reasonable question. This design of the This library can be run automatically OR interactively. It also has the ability to be run against a single file OR a directory full of files. Looking at both cases:
In essence: The |
||
| elif os.path.isdir(path): | ||
| # This assumes `utils.walk_codebase` is defined elsewhere. | ||
| for file_path in utils.walk_codebase(path): | ||
| structure, _, _ = parse_file(file_path) | ||
| process_structure(structure, file_name=os.path.basename(file_path)) | ||
|
|
||
| # Return the data in the desired format based on the flags | ||
| if not show_methods and not show_attributes: | ||
| return sorted(all_class_keys) | ||
| else: | ||
| return dict(results) | ||
Uh oh!
There was an error while loading. Please reload this page.