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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) |