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Create process_python_code
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process_python_code
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| 1 |
+
import ast
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| 2 |
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from langchain.schema import Document
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| 3 |
+
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| 4 |
+
def chunk_python_source_code(source_code, references):
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| 5 |
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"""
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| 6 |
+
Entry point method to process the Python file.
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| 7 |
+
It invokes the iterate_ast function.
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"""
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print(f"Processing file: {references}")
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for source_code, reference in zip(source_code, references):
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print(f"Processing text: {source_code} with reference: {reference}")
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| 13 |
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iterate_ast(source_code, reference)
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def iterate_ast(source_code, reference):
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| 17 |
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"""
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| 18 |
+
Parses the AST of the given Python file and delegates
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| 19 |
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handling to specific methods based on node types.
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"""
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+
# Parse the source code into an abstract syntax tree (AST)
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tree = ast.parse(source_code, filename=reference)
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| 23 |
+
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# Gather all top-level imports for later use
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imports_dict = extract_imports(tree)
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+
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# Iterate over first-level nodes
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| 28 |
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for first_level_node in ast.iter_child_nodes(tree):
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| 29 |
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if isinstance(first_level_node, ast.ClassDef):
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| 30 |
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handle_first_level_class(first_level_node, source_code, imports_dict)
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elif isinstance(first_level_node, ast.FunctionDef):
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handle_first_level_func(first_level_node, source_code, imports_dict)
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| 33 |
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| 34 |
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def extract_imports(tree):
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"""
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| 36 |
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Extracts all import statements from the AST tree and organizes them
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| 37 |
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into a dictionary keyed by their fully qualified names for later analysis.
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| 38 |
+
"""
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| 39 |
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imports_dict = {}
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| 40 |
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for node in ast.walk(tree):
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| 41 |
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if isinstance(node, ast.Import):
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| 42 |
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for alias in node.names:
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imports_dict[alias.name] = alias.name
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| 44 |
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elif isinstance(node, ast.ImportFrom):
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module = node.module if node.module else ""
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| 46 |
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for alias in node.names:
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| 47 |
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full_name = f"{module}.{alias.name}" if module else alias.name
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| 48 |
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imports_dict[alias.name] = full_name
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| 49 |
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return imports_dict
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| 50 |
+
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| 51 |
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def analyze_imports(node, imports_dict):
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| 52 |
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"""
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| 53 |
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Analyzes the given node's body and signature to find relevant imports.
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| 54 |
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"""
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| 55 |
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relevant_imports = set()
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| 56 |
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for sub_node in ast.walk(node):
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| 57 |
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if isinstance(sub_node, ast.Name) and sub_node.id in imports_dict:
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| 58 |
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relevant_imports.add(imports_dict[sub_node.id])
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| 59 |
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return list(relevant_imports)
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| 60 |
+
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| 61 |
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def handle_first_level_class(class_node, source_code, imports_dict):
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| 62 |
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"""
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| 63 |
+
Handles classes at the first level of the AST by processing
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| 64 |
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the class and its methods. Stores each class method in a Document object.
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| 65 |
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"""
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| 66 |
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print(f"Class detected: {class_node.name}")
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| 67 |
+
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| 68 |
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# Extract relevant imports for this class
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| 69 |
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class_imports = analyze_imports(class_node, imports_dict)
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| 70 |
+
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| 71 |
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# Extract the class source code
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| 72 |
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class_start_line = class_node.lineno
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| 73 |
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class_end_line = max(
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| 74 |
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[n.end_lineno for n in ast.walk(class_node) if hasattr(n, "end_lineno")], default=class_node.lineno
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| 75 |
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)
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| 76 |
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class_source = '\n'.join(source_code.splitlines()[class_start_line - 1:class_end_line])
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| 77 |
+
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| 78 |
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# Store the class-level Document
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| 79 |
+
class_doc = Document(
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| 80 |
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page_content=class_source,
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| 81 |
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metadata={
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| 82 |
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"type": "class",
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| 83 |
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"class_name": class_node.name,
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| 84 |
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"imports": class_imports
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| 85 |
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}
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| 86 |
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)
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| 87 |
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print(f"Stored Class Document: {class_doc}\n")
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| 88 |
+
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| 89 |
+
# Process methods within the class
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| 90 |
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for second_level_node in ast.iter_child_nodes(class_node):
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| 91 |
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if isinstance(second_level_node, ast.FunctionDef):
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| 92 |
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handle_class_method(second_level_node, class_node.name, source_code, imports_dict)
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| 93 |
+
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| 94 |
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def handle_class_method(method_node, class_name, source_code, imports_dict):
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| 95 |
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"""
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| 96 |
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Handles methods within a class by storing them in a Document object.
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| 97 |
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"""
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| 98 |
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print(f"Method detected: {method_node.name} in class {class_name}")
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| 99 |
+
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| 100 |
+
# Extract method source code
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| 101 |
+
method_start_line = (
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| 102 |
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method_node.decorator_list[0].lineno
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| 103 |
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if method_node.decorator_list else method_node.lineno
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| 104 |
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)
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| 105 |
+
method_end_line = method_node.end_lineno
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| 106 |
+
method_source = '\n'.join(source_code.splitlines()[method_start_line - 1:method_end_line])
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| 107 |
+
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| 108 |
+
# Determine visibility metadata
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| 109 |
+
visibility = "internal" if method_node.name.startswith("_") else "public"
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| 110 |
+
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| 111 |
+
# Extract relevant imports for this method
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| 112 |
+
method_imports = analyze_imports(method_node, imports_dict)
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| 113 |
+
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| 114 |
+
# Store the method-level Document
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| 115 |
+
method_doc = Document(
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| 116 |
+
page_content=method_source,
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| 117 |
+
metadata={
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| 118 |
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"type": "method",
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| 119 |
+
"class_name": class_name,
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| 120 |
+
"method_name": method_node.name,
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| 121 |
+
"visibility": visibility,
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| 122 |
+
"imports": method_imports
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| 123 |
+
}
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| 124 |
+
)
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| 125 |
+
print(f"Stored Method Document: {method_doc}\n")
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| 126 |
+
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| 127 |
+
def handle_first_level_func(function_node, source_code, imports_dict):
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| 128 |
+
"""
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| 129 |
+
Handles functions at the first level of the AST by storing them
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| 130 |
+
in a Document object with metadata, including relevant imports.
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| 131 |
+
"""
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| 132 |
+
print(f"Function detected: {function_node.name}")
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| 133 |
+
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| 134 |
+
# Extract function source code
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| 135 |
+
function_start_line = (
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| 136 |
+
function_node.decorator_list[0].lineno
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| 137 |
+
if function_node.decorator_list else function_node.lineno
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| 138 |
+
)
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| 139 |
+
function_end_line = function_node.end_lineno
|
| 140 |
+
function_source = '\n'.join(source_code.splitlines()[function_start_line - 1:function_end_line])
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| 141 |
+
|
| 142 |
+
# Determine visibility metadata
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| 143 |
+
visibility = "internal" if function_node.name.startswith("_") else "public"
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| 144 |
+
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| 145 |
+
# Extract relevant imports for this function
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| 146 |
+
function_imports = analyze_imports(function_node, imports_dict)
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| 147 |
+
|
| 148 |
+
# Store the function-level Document
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| 149 |
+
function_doc = Document(
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| 150 |
+
page_content=function_source,
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| 151 |
+
metadata={
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| 152 |
+
"type": "function",
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| 153 |
+
"function_name": function_node.name,
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| 154 |
+
"visibility": visibility,
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| 155 |
+
"imports": function_imports
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| 156 |
+
}
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| 157 |
+
)
|
| 158 |
+
print(f"Stored Function Document: {function_doc}\n")
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