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Create process_python_code
Browse files- process_python_code +158 -0
process_python_code
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import ast
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from langchain.schema import Document
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def chunk_python_source_code(source_code, references):
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"""
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Entry point method to process the Python file.
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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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iterate_ast(source_code, reference)
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def iterate_ast(source_code, reference):
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"""
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Parses the AST of the given Python file and delegates
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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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# Gather all top-level imports for later use
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imports_dict = extract_imports(tree)
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# Iterate over first-level nodes
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for first_level_node in ast.iter_child_nodes(tree):
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if isinstance(first_level_node, ast.ClassDef):
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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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def extract_imports(tree):
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"""
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Extracts all import statements from the AST tree and organizes them
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into a dictionary keyed by their fully qualified names for later analysis.
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"""
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imports_dict = {}
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for node in ast.walk(tree):
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if isinstance(node, ast.Import):
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for alias in node.names:
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imports_dict[alias.name] = alias.name
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elif isinstance(node, ast.ImportFrom):
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module = node.module if node.module else ""
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for alias in node.names:
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full_name = f"{module}.{alias.name}" if module else alias.name
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imports_dict[alias.name] = full_name
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return imports_dict
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def analyze_imports(node, imports_dict):
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"""
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Analyzes the given node's body and signature to find relevant imports.
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"""
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relevant_imports = set()
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for sub_node in ast.walk(node):
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if isinstance(sub_node, ast.Name) and sub_node.id in imports_dict:
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relevant_imports.add(imports_dict[sub_node.id])
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return list(relevant_imports)
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def handle_first_level_class(class_node, source_code, imports_dict):
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"""
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Handles classes at the first level of the AST by processing
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the class and its methods. Stores each class method in a Document object.
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"""
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print(f"Class detected: {class_node.name}")
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# Extract relevant imports for this class
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class_imports = analyze_imports(class_node, imports_dict)
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# Extract the class source code
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class_start_line = class_node.lineno
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class_end_line = max(
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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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)
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class_source = '\n'.join(source_code.splitlines()[class_start_line - 1:class_end_line])
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# Store the class-level Document
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class_doc = Document(
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page_content=class_source,
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metadata={
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"type": "class",
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"class_name": class_node.name,
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"imports": class_imports
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}
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)
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print(f"Stored Class Document: {class_doc}\n")
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# Process methods within the class
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for second_level_node in ast.iter_child_nodes(class_node):
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if isinstance(second_level_node, ast.FunctionDef):
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handle_class_method(second_level_node, class_node.name, source_code, imports_dict)
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def handle_class_method(method_node, class_name, source_code, imports_dict):
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"""
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Handles methods within a class by storing them in a Document object.
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"""
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print(f"Method detected: {method_node.name} in class {class_name}")
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# Extract method source code
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method_start_line = (
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method_node.decorator_list[0].lineno
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if method_node.decorator_list else method_node.lineno
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)
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method_end_line = method_node.end_lineno
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method_source = '\n'.join(source_code.splitlines()[method_start_line - 1:method_end_line])
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# Determine visibility metadata
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visibility = "internal" if method_node.name.startswith("_") else "public"
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# Extract relevant imports for this method
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method_imports = analyze_imports(method_node, imports_dict)
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# Store the method-level Document
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method_doc = Document(
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page_content=method_source,
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metadata={
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"type": "method",
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"class_name": class_name,
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"method_name": method_node.name,
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"visibility": visibility,
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"imports": method_imports
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}
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)
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print(f"Stored Method Document: {method_doc}\n")
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def handle_first_level_func(function_node, source_code, imports_dict):
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"""
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Handles functions at the first level of the AST by storing them
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in a Document object with metadata, including relevant imports.
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"""
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print(f"Function detected: {function_node.name}")
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+
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# Extract function source code
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function_start_line = (
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function_node.decorator_list[0].lineno
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if function_node.decorator_list else function_node.lineno
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)
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function_end_line = function_node.end_lineno
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function_source = '\n'.join(source_code.splitlines()[function_start_line - 1:function_end_line])
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+
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# Determine visibility metadata
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visibility = "internal" if function_node.name.startswith("_") else "public"
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+
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# Extract relevant imports for this function
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function_imports = analyze_imports(function_node, imports_dict)
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+
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+
# Store the function-level Document
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+
function_doc = Document(
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+
page_content=function_source,
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+
metadata={
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152 |
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"type": "function",
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153 |
+
"function_name": function_node.name,
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+
"visibility": visibility,
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"imports": function_imports
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+
}
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)
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+
print(f"Stored Function Document: {function_doc}\n")
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