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Update chunk_python_code.py
Browse files- chunk_python_code.py +94 -47
chunk_python_code.py
CHANGED
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@@ -1,65 +1,75 @@
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import ast
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from langchain.schema import Document
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def chunk_python_code_with_metadata(
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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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documents = []
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#print(f"Processing file: {
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-
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# Determine usage based on the
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if
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usage = "kadi-apy python library"
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elif
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usage = "kadi-apy python cli library"
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else:
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usage = "undefined"
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# Add metadata for usage to all documents
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for doc in documents:
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doc.metadata["source"] =
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doc.metadata["usage"] = usage # Add the determined usage metadata
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#print(doc)
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return documents
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def
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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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tree = ast.parse(
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first_level_nodes = list(ast.iter_child_nodes(tree))
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# Check if there are no first-level nodes
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if not first_level_nodes:
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-
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return
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all_imports = all(isinstance(node, (ast.Import, ast.ImportFrom)) for node in first_level_nodes)
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if all_imports:
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-
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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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-
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elif isinstance(first_level_node, ast.FunctionDef):
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-
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elif isinstance(first_level_node, ast.Assign):
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-
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-
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-
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-
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"""
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Handles cases where the first-level nodes are only imports.
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"""
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-
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type = "__init__-file"
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else:
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type = "undefined"
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@@ -69,17 +79,46 @@ def handle_first_level_imports_only(documents, source_code, source):
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# Create and store a Document with the full source code
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doc = Document(
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page_content=
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metadata=metadata
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)
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documents.append(doc)
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def
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"""
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Handles cases where no top-level nodes are found in the AST.
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"""
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-
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type = "__init__-file"
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else:
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type = "undefined"
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@@ -89,19 +128,22 @@ def handle_no_first_level_node_found(documents, source_code, source):
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# Create and store a Document with the full source code
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doc = Document(
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page_content=
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metadata=metadata
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)
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documents.append(doc)
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def
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"""
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Handles assignment statements at the first level of the AST.
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"""
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-
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-
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-
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# Create metadata without imports
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metadata = {"type": "Assign"}
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@@ -113,20 +155,21 @@ def handle_first_level_assign(assign_node, documents, source_code):
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)
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documents.append(doc)
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-
def handle_first_level_class(
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"""
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Handles classes at the first level of the AST.
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"""
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-
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-
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-
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-
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# Create metadata without imports
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metadata = {
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"type": "class",
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"class":
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"visibility": "public"
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}
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@@ -138,14 +181,14 @@ def handle_first_level_class(class_node, documents, source_code):
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documents.append(doc)
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# Handle methods within the class
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for second_level_node in ast.iter_child_nodes(
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if isinstance(second_level_node, ast.FunctionDef):
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method_start_line = (
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second_level_node.decorator_list[0].lineno
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if second_level_node.decorator_list else second_level_node.lineno
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)
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method_end_line = second_level_node.end_lineno
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method_source = '\n'.join(
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visibility = "internal" if second_level_node.name.startswith("_") else "public"
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@@ -155,28 +198,30 @@ def handle_first_level_class(class_node, documents, source_code):
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"type": "method",
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"method": second_level_node.name,
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"visibility": visibility,
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"class":
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}
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)
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documents.append(doc)
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def
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"""
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Handles functions at the first level of the AST.
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"""
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function_start_line = (
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-
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if
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)
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function_end_line =
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function_source = '\n'.join(
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visibility = "internal" if
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is_command = any(
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decorator.id == "apy_command"
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for decorator in
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if hasattr(decorator, "id")
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)
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@@ -185,12 +230,14 @@ def handle_first_level_func(function_node, documents, source_code):
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"visibility": visibility
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}
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if is_command:
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metadata["command"] =
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else:
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metadata["method"] =
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doc = Document(
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page_content=function_source,
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metadata=metadata
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)
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documents.append(doc)
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import ast
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from langchain.schema import Document
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+
def chunk_python_code_with_metadata(python_code, file_path):
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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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documents = []
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#print(f"Processing file: {file_path}")
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_iterate_ast(python_code, documents, file_path)
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# Determine usage based on the file_path
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if file_path.startswith("kadi_apy/lib/"):
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usage = "kadi-apy python library"
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elif file_path.startswith("kadi_apy/cli/"):
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usage = "kadi-apy python cli library"
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else:
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usage = "undefined"
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# Add metadata for usage to all documents
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for doc in documents:
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doc.metadata["source"] = file_path
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doc.metadata["usage"] = usage # Add the determined usage metadata
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#print(doc)
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return documents
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def _iterate_ast(python_code, documents, file_path):
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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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documents = []
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tree = ast.parse(python_code, filename=file_path)
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first_level_nodes = list(ast.iter_child_nodes(tree))
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# Check if there are no first-level nodes
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if not first_level_nodes:
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documents.extend(
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_chunk_nodeless_python_code(documents, python_code, file_path))
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return
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all_imports = all(isinstance(node, (ast.Import, ast.ImportFrom)) for node in first_level_nodes)
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if all_imports:
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docuements.extend(
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_chunk_import_only_python_code(documents, python_code, file_path))
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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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documents.extend(
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= handle_first_level_class(first_level_node, documents, python_code))
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elif isinstance(first_level_node, ast.FunctionDef):
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documents.extend(
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_chunk_first_level_func_node(first_level_node, documents, python_code))
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elif isinstance(first_level_node, ast.Assign):
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documents.extend(
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_chunk_first_level_assign_node(first_level_node, documents, python_code))
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else:
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documents.extend(
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handle_notdefined_case(python_code))
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def _chunk_import_only_python_code(python_code, file_path):
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"""
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Handles cases where the first-level nodes are only imports.
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"""
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documents = []
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if file_path.endswith("__init__.py"):
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type = "__init__-file"
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else:
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type = "undefined"
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# Create and store a Document with the full source code
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doc = Document(
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page_content=python_code,
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metadata=metadata
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)
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documents.append(doc)
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return documents
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from langchain.text_splitter import RecursiveCharacterTextSplitter
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def handle_notdefined_case(python_code):
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documents = []
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documents.extend(
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chunk_python_code_by_character)
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return documents
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def chunk_python_code_by_character(python_code):
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documents = []
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text_splitter = RecursiveCharacterTextSplitter(
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chunk_size=512,
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chunk_overlap=128,
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separators=[]
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chunks = text_splitter.split_text(text)
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doc = Document(
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page_content=python_code
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)
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documents.append(doc)
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return documents
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def _chunk_nodeless_python_code(python_code, file_path):
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"""
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Handles cases where no top-level nodes are found in the AST.
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"""
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documents = []
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if file_path.endswith("__init__.py"):
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type = "__init__-file"
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else:
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type = "undefined"
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# Create and store a Document with the full source code
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doc = Document(
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page_content=python_code,
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metadata=metadata
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)
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documents.append(doc)
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return documents
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def _chunk_first_level_assign_node(ast_node, python_code):
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"""
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Handles assignment statements at the first level of the AST.
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"""
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documents = []
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assign_start_line = ast_node.lineno
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assign_end_line = ast_node.end_lineno
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assign_source = '\n'.join(python_code.splitlines()[assign_start_line-1:assign_end_line])
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# Create metadata without imports
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metadata = {"type": "Assign"}
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)
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documents.append(doc)
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return documents
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def handle_first_level_class(ast_node , python_code):
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"""
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Handles classes at the first level of the AST.
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"""
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documents = []
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class_start_line = ast_node.lineno
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class_body_lines = [child.lineno for child in ast_node.body if isinstance(child, ast.FunctionDef)]
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class_end_line = min(class_body_lines, default=ast_node.end_lineno) - 1
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class_source = '\n'.join(python_code.splitlines()[class_start_line-1:class_end_line])
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metadata = {
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"type": "class",
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"class": ast_node.name,
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"visibility": "public"
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}
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documents.append(doc)
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# Handle methods within the class
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for second_level_node in ast.iter_child_nodes(ast_node):
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if isinstance(second_level_node, ast.FunctionDef):
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method_start_line = (
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second_level_node.decorator_list[0].lineno
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if second_level_node.decorator_list else second_level_node.lineno
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)
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method_end_line = second_level_node.end_lineno
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method_source = '\n'.join(python_code.splitlines()[method_start_line-1:method_end_line])
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visibility = "internal" if second_level_node.name.startswith("_") else "public"
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"type": "method",
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"method": second_level_node.name,
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"visibility": visibility,
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"class": ast_node.name
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}
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)
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documents.append(doc)
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return documents
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def _chunk_first_level_func_node(ast_node, python_code):
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"""
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Handles functions at the first level of the AST.
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"""
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documents = []
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function_start_line = (
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ast_node.decorator_list[0].lineno
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if ast_node.decorator_list else ast_node.lineno
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)
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function_end_line = ast_node.end_lineno
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function_source = '\n'.join(python_code.splitlines()[function_start_line-1:function_end_line])
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visibility = "internal" if ast_node.name.startswith("_") else "public"
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is_command = any(
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decorator.id == "apy_command"
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for decorator in ast_node.decorator_list
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if hasattr(decorator, "id")
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)
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"visibility": visibility
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}
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if is_command:
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metadata["command"] = ast_node.name
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else:
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metadata["method"] = ast_node.name
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doc = Document(
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page_content=function_source,
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metadata=metadata
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)
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documents.append(doc)
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return documents
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