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| import ast | |
| from langchain.schema import Document | |
| def chunk_python_code_with_metadata(source_code, source): | |
| """ | |
| Entry point method to process the Python file. | |
| It invokes the iterate_ast function. | |
| """ | |
| documents = [] | |
| print(f"Processing file: {source}") | |
| iterate_ast(source_code, documents, source) | |
| # Determine usage based on the source path | |
| if source.startswith("kadi_apy/lib/"): | |
| usage = "library" | |
| elif source.startswith("kadi_apy/cli/"): | |
| usage = "cli_library" | |
| elif source.startswith("doc/"): | |
| usage = "doc" | |
| else: | |
| usage = "undefined" | |
| # Add metadata for usage to all documents | |
| for doc in documents: | |
| doc.metadata["source"] = source | |
| doc.metadata["usage"] = usage # Add the determined usage metadata | |
| print(doc) | |
| return documents | |
| def iterate_ast(source_code, documents, source): | |
| """ | |
| Parses the AST of the given Python file and delegates | |
| handling to specific methods based on node types. | |
| """ | |
| # Parse the source code into an abstract syntax tree (AST) | |
| tree = ast.parse(source_code, filename=source) | |
| first_level_nodes = list(ast.iter_child_nodes(tree)) | |
| # Check if there are no first-level nodes | |
| if not first_level_nodes: | |
| handle_no_first_level_node_found(documents, source_code, source) | |
| return | |
| all_imports = all(isinstance(node, (ast.Import, ast.ImportFrom)) for node in first_level_nodes) | |
| if all_imports: | |
| handle_first_level_imports_only(documents, source_code, source) | |
| # Iterate over first-level nodes | |
| for first_level_node in ast.iter_child_nodes(tree): | |
| if isinstance(first_level_node, ast.ClassDef): | |
| handle_first_level_class(first_level_node, documents, source_code) | |
| elif isinstance(first_level_node, ast.FunctionDef): | |
| handle_first_level_func(first_level_node, documents, source_code) | |
| elif isinstance(first_level_node, ast.Assign): | |
| handle_first_level_assign(first_level_node, documents, source_code) | |
| def handle_first_level_imports_only(documents, source_code, source): | |
| """ | |
| Handles cases where the first-level nodes are only imports. | |
| """ | |
| if source.endswith("__init__.py"): | |
| type = "__init__-file" | |
| else: | |
| type = "undefined" | |
| # Create metadata without imports | |
| metadata = {"type": type} | |
| # Create and store a Document with the full source code | |
| doc = Document( | |
| page_content=source_code, | |
| metadata=metadata | |
| ) | |
| documents.append(doc) | |
| def handle_no_first_level_node_found(documents, source_code, source): | |
| """ | |
| Handles cases where no top-level nodes are found in the AST. | |
| """ | |
| if source.endswith("__init__.py"): | |
| type = "__init__-file" | |
| else: | |
| type = "undefined" | |
| # Create metadata without imports | |
| metadata = {"type": type} | |
| # Create and store a Document with the full source code | |
| doc = Document( | |
| page_content=source_code, | |
| metadata=metadata | |
| ) | |
| documents.append(doc) | |
| def handle_first_level_assign(assign_node, documents, source_code): | |
| """ | |
| Handles assignment statements at the first level of the AST. | |
| """ | |
| assign_start_line = assign_node.lineno | |
| assign_end_line = assign_node.end_lineno | |
| assign_source = '\n'.join(source_code.splitlines()[assign_start_line-1:assign_end_line]) | |
| # Create metadata without imports | |
| metadata = {"type": "Assign"} | |
| # Create and store Document for the assignment | |
| doc = Document( | |
| page_content=assign_source, | |
| metadata=metadata | |
| ) | |
| documents.append(doc) | |
| def handle_first_level_class(class_node, documents, source_code): | |
| """ | |
| Handles classes at the first level of the AST. | |
| """ | |
| class_start_line = class_node.lineno | |
| class_body_lines = [child.lineno for child in class_node.body if isinstance(child, ast.FunctionDef)] | |
| class_end_line = min(class_body_lines, default=class_node.end_lineno) - 1 | |
| class_source = '\n'.join(source_code.splitlines()[class_start_line-1:class_end_line]) | |
| # Create metadata without imports | |
| metadata = { | |
| "type": "class", | |
| "class": class_node.name, | |
| "visibility": "public" | |
| } | |
| # Create and store Document for the class | |
| doc = Document( | |
| page_content=class_source, | |
| metadata=metadata | |
| ) | |
| documents.append(doc) | |
| # Handle methods within the class | |
| for second_level_node in ast.iter_child_nodes(class_node): | |
| if isinstance(second_level_node, ast.FunctionDef): | |
| method_start_line = ( | |
| second_level_node.decorator_list[0].lineno | |
| if second_level_node.decorator_list else second_level_node.lineno | |
| ) | |
| method_end_line = second_level_node.end_lineno | |
| method_source = '\n'.join(source_code.splitlines()[method_start_line-1:method_end_line]) | |
| visibility = "internal" if second_level_node.name.startswith("_") else "public" | |
| doc = Document( | |
| page_content=method_source, | |
| metadata={ | |
| "type": "method", | |
| "method": second_level_node.name, | |
| "visibility": visibility, | |
| "class": class_node.name | |
| } | |
| ) | |
| documents.append(doc) | |
| def handle_first_level_func(function_node, documents, source_code): | |
| """ | |
| Handles functions at the first level of the AST. | |
| """ | |
| function_start_line = ( | |
| function_node.decorator_list[0].lineno | |
| if function_node.decorator_list else function_node.lineno | |
| ) | |
| function_end_line = function_node.end_lineno | |
| function_source = '\n'.join(source_code.splitlines()[function_start_line-1:function_end_line]) | |
| visibility = "internal" if function_node.name.startswith("_") else "public" | |
| is_command = any( | |
| decorator.id == "apy_command" | |
| for decorator in function_node.decorator_list | |
| if hasattr(decorator, "id") | |
| ) | |
| metadata = { | |
| "type": "command" if is_command else "function", | |
| "visibility": visibility | |
| } | |
| if is_command: | |
| metadata["command"] = function_node.name | |
| else: | |
| metadata["method"] = function_node.name | |
| doc = Document( | |
| page_content=function_source, | |
| metadata=metadata | |
| ) | |
| documents.append(doc) |