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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) |