Spaces:
Sleeping
Sleeping
Update chunk_python_code.py
Browse files- chunk_python_code.py +24 -67
chunk_python_code.py
CHANGED
|
@@ -1,9 +1,6 @@
|
|
| 1 |
import ast
|
| 2 |
from langchain.schema import Document
|
| 3 |
|
| 4 |
-
import ast
|
| 5 |
-
from langchain.schema import Document
|
| 6 |
-
|
| 7 |
def chunk_python_code_with_metadata(source_code, reference):
|
| 8 |
"""
|
| 9 |
Entry point method to process the Python file.
|
|
@@ -40,31 +37,28 @@ def iterate_ast(source_code, documents, reference):
|
|
| 40 |
# Parse the source code into an abstract syntax tree (AST)
|
| 41 |
tree = ast.parse(source_code, filename=reference)
|
| 42 |
|
| 43 |
-
# Gather all top-level imports for later use
|
| 44 |
-
imports_dict = extract_imports(tree)
|
| 45 |
-
|
| 46 |
first_level_nodes = list(ast.iter_child_nodes(tree))
|
| 47 |
|
| 48 |
# Check if there are no first-level nodes
|
| 49 |
if not first_level_nodes:
|
| 50 |
-
handle_no_first_level_node_found(documents, source_code,
|
| 51 |
return
|
| 52 |
|
| 53 |
all_imports = all(isinstance(node, (ast.Import, ast.ImportFrom)) for node in first_level_nodes)
|
| 54 |
if all_imports:
|
| 55 |
-
handle_first_level_imports_only(documents, source_code,
|
| 56 |
|
| 57 |
# Iterate over first-level nodes
|
| 58 |
for first_level_node in ast.iter_child_nodes(tree):
|
| 59 |
if isinstance(first_level_node, ast.ClassDef):
|
| 60 |
-
handle_first_level_class(first_level_node, documents, source_code
|
| 61 |
elif isinstance(first_level_node, ast.FunctionDef):
|
| 62 |
-
handle_first_level_func(first_level_node, documents, source_code
|
| 63 |
elif isinstance(first_level_node, ast.Assign):
|
| 64 |
-
handle_first_level_assign(first_level_node, documents, source_code
|
| 65 |
|
| 66 |
|
| 67 |
-
def handle_first_level_imports_only(documents, source_code,
|
| 68 |
"""
|
| 69 |
Handles cases where the first-level nodes are only imports.
|
| 70 |
"""
|
|
@@ -73,8 +67,8 @@ def handle_first_level_imports_only(documents, source_code, imports_dict, refere
|
|
| 73 |
else:
|
| 74 |
type = "undefined"
|
| 75 |
|
| 76 |
-
# Create metadata
|
| 77 |
-
metadata = {"type": type
|
| 78 |
|
| 79 |
# Create and store a Document with the full source code
|
| 80 |
doc = Document(
|
|
@@ -84,36 +78,7 @@ def handle_first_level_imports_only(documents, source_code, imports_dict, refere
|
|
| 84 |
documents.append(doc)
|
| 85 |
|
| 86 |
|
| 87 |
-
def
|
| 88 |
-
"""
|
| 89 |
-
Extracts all import statements from the AST tree and organizes them
|
| 90 |
-
into a dictionary keyed by their fully qualified names for later analysis.
|
| 91 |
-
"""
|
| 92 |
-
imports_dict = {}
|
| 93 |
-
for node in ast.walk(tree):
|
| 94 |
-
if isinstance(node, ast.Import):
|
| 95 |
-
for alias in node.names:
|
| 96 |
-
imports_dict[alias.name] = alias.name
|
| 97 |
-
elif isinstance(node, ast.ImportFrom):
|
| 98 |
-
module = node.module if node.module else ""
|
| 99 |
-
for alias in node.names:
|
| 100 |
-
full_name = f"{module}.{alias.name}" if module else alias.name
|
| 101 |
-
imports_dict[alias.name] = full_name
|
| 102 |
-
return imports_dict
|
| 103 |
-
|
| 104 |
-
|
| 105 |
-
def analyze_imports(node, imports_dict):
|
| 106 |
-
"""
|
| 107 |
-
Analyzes the given node's body and signature to find relevant imports.
|
| 108 |
-
"""
|
| 109 |
-
relevant_imports = set()
|
| 110 |
-
for sub_node in ast.walk(node):
|
| 111 |
-
if isinstance(sub_node, ast.Name) and sub_node.id in imports_dict:
|
| 112 |
-
relevant_imports.add(imports_dict[sub_node.id])
|
| 113 |
-
return list(relevant_imports)
|
| 114 |
-
|
| 115 |
-
|
| 116 |
-
def handle_no_first_level_node_found(documents, source_code, imports_dict, reference):
|
| 117 |
"""
|
| 118 |
Handles cases where no top-level nodes are found in the AST.
|
| 119 |
"""
|
|
@@ -122,8 +87,8 @@ def handle_no_first_level_node_found(documents, source_code, imports_dict, refer
|
|
| 122 |
else:
|
| 123 |
type = "undefined"
|
| 124 |
|
| 125 |
-
# Create metadata
|
| 126 |
-
metadata = {"type": type
|
| 127 |
|
| 128 |
# Create and store a Document with the full source code
|
| 129 |
doc = Document(
|
|
@@ -133,7 +98,7 @@ def handle_no_first_level_node_found(documents, source_code, imports_dict, refer
|
|
| 133 |
documents.append(doc)
|
| 134 |
|
| 135 |
|
| 136 |
-
def handle_first_level_assign(assign_node, documents, source_code
|
| 137 |
"""
|
| 138 |
Handles assignment statements at the first level of the AST.
|
| 139 |
"""
|
|
@@ -141,11 +106,8 @@ def handle_first_level_assign(assign_node, documents, source_code, imports_dict)
|
|
| 141 |
assign_end_line = assign_node.end_lineno
|
| 142 |
assign_source = '\n'.join(source_code.splitlines()[assign_start_line-1:assign_end_line])
|
| 143 |
|
| 144 |
-
#
|
| 145 |
-
|
| 146 |
-
|
| 147 |
-
# Create metadata with "none" if imports are empty
|
| 148 |
-
metadata = {"type": "Assign", "imports": "none" if not assign_imports else assign_imports}
|
| 149 |
|
| 150 |
# Create and store Document for the assignment
|
| 151 |
doc = Document(
|
|
@@ -155,7 +117,7 @@ def handle_first_level_assign(assign_node, documents, source_code, imports_dict)
|
|
| 155 |
documents.append(doc)
|
| 156 |
|
| 157 |
|
| 158 |
-
def handle_first_level_class(class_node, documents, source_code
|
| 159 |
"""
|
| 160 |
Handles classes at the first level of the AST.
|
| 161 |
"""
|
|
@@ -164,15 +126,11 @@ def handle_first_level_class(class_node, documents, source_code, imports_dict):
|
|
| 164 |
class_end_line = min(class_body_lines, default=class_node.end_lineno) - 1
|
| 165 |
class_source = '\n'.join(source_code.splitlines()[class_start_line-1:class_end_line])
|
| 166 |
|
| 167 |
-
#
|
| 168 |
-
class_imports = analyze_imports(class_node, imports_dict)
|
| 169 |
-
|
| 170 |
-
# Create metadata with "none" if imports are empty
|
| 171 |
metadata = {
|
| 172 |
"type": "class",
|
| 173 |
"class": class_node.name,
|
| 174 |
-
"visibility": "public"
|
| 175 |
-
"imports": "none" if not class_imports else class_imports
|
| 176 |
}
|
| 177 |
|
| 178 |
# Create and store Document for the class
|
|
@@ -193,7 +151,6 @@ def handle_first_level_class(class_node, documents, source_code, imports_dict):
|
|
| 193 |
method_source = '\n'.join(source_code.splitlines()[method_start_line-1:method_end_line])
|
| 194 |
|
| 195 |
visibility = "internal" if second_level_node.name.startswith("_") else "public"
|
| 196 |
-
method_imports = analyze_imports(second_level_node, imports_dict)
|
| 197 |
|
| 198 |
doc = Document(
|
| 199 |
page_content=method_source,
|
|
@@ -201,14 +158,13 @@ def handle_first_level_class(class_node, documents, source_code, imports_dict):
|
|
| 201 |
"type": "method",
|
| 202 |
"method": second_level_node.name,
|
| 203 |
"visibility": visibility,
|
| 204 |
-
"imports": "none" if not method_imports else method_imports,
|
| 205 |
"class": class_node.name
|
| 206 |
}
|
| 207 |
)
|
| 208 |
documents.append(doc)
|
| 209 |
|
| 210 |
|
| 211 |
-
def handle_first_level_func(function_node, documents, source_code
|
| 212 |
"""
|
| 213 |
Handles functions at the first level of the AST.
|
| 214 |
"""
|
|
@@ -219,9 +175,6 @@ def handle_first_level_func(function_node, documents, source_code, imports_dict)
|
|
| 219 |
function_end_line = function_node.end_lineno
|
| 220 |
function_source = '\n'.join(source_code.splitlines()[function_start_line-1:function_end_line])
|
| 221 |
|
| 222 |
-
# Extract relevant imports
|
| 223 |
-
function_imports = analyze_imports(function_node, imports_dict)
|
| 224 |
-
|
| 225 |
visibility = "internal" if function_node.name.startswith("_") else "public"
|
| 226 |
|
| 227 |
is_command = any(
|
|
@@ -232,8 +185,7 @@ def handle_first_level_func(function_node, documents, source_code, imports_dict)
|
|
| 232 |
|
| 233 |
metadata = {
|
| 234 |
"type": "command" if is_command else "function",
|
| 235 |
-
"visibility": visibility
|
| 236 |
-
"imports": "none" if not function_imports else function_imports
|
| 237 |
}
|
| 238 |
if is_command:
|
| 239 |
metadata["command"] = function_node.name
|
|
@@ -245,3 +197,8 @@ def handle_first_level_func(function_node, documents, source_code, imports_dict)
|
|
| 245 |
metadata=metadata
|
| 246 |
)
|
| 247 |
documents.append(doc)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import ast
|
| 2 |
from langchain.schema import Document
|
| 3 |
|
|
|
|
|
|
|
|
|
|
| 4 |
def chunk_python_code_with_metadata(source_code, reference):
|
| 5 |
"""
|
| 6 |
Entry point method to process the Python file.
|
|
|
|
| 37 |
# Parse the source code into an abstract syntax tree (AST)
|
| 38 |
tree = ast.parse(source_code, filename=reference)
|
| 39 |
|
|
|
|
|
|
|
|
|
|
| 40 |
first_level_nodes = list(ast.iter_child_nodes(tree))
|
| 41 |
|
| 42 |
# Check if there are no first-level nodes
|
| 43 |
if not first_level_nodes:
|
| 44 |
+
handle_no_first_level_node_found(documents, source_code, reference)
|
| 45 |
return
|
| 46 |
|
| 47 |
all_imports = all(isinstance(node, (ast.Import, ast.ImportFrom)) for node in first_level_nodes)
|
| 48 |
if all_imports:
|
| 49 |
+
handle_first_level_imports_only(documents, source_code, reference)
|
| 50 |
|
| 51 |
# Iterate over first-level nodes
|
| 52 |
for first_level_node in ast.iter_child_nodes(tree):
|
| 53 |
if isinstance(first_level_node, ast.ClassDef):
|
| 54 |
+
handle_first_level_class(first_level_node, documents, source_code)
|
| 55 |
elif isinstance(first_level_node, ast.FunctionDef):
|
| 56 |
+
handle_first_level_func(first_level_node, documents, source_code)
|
| 57 |
elif isinstance(first_level_node, ast.Assign):
|
| 58 |
+
handle_first_level_assign(first_level_node, documents, source_code)
|
| 59 |
|
| 60 |
|
| 61 |
+
def handle_first_level_imports_only(documents, source_code, reference):
|
| 62 |
"""
|
| 63 |
Handles cases where the first-level nodes are only imports.
|
| 64 |
"""
|
|
|
|
| 67 |
else:
|
| 68 |
type = "undefined"
|
| 69 |
|
| 70 |
+
# Create metadata without imports
|
| 71 |
+
metadata = {"type": type}
|
| 72 |
|
| 73 |
# Create and store a Document with the full source code
|
| 74 |
doc = Document(
|
|
|
|
| 78 |
documents.append(doc)
|
| 79 |
|
| 80 |
|
| 81 |
+
def handle_no_first_level_node_found(documents, source_code, reference):
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 82 |
"""
|
| 83 |
Handles cases where no top-level nodes are found in the AST.
|
| 84 |
"""
|
|
|
|
| 87 |
else:
|
| 88 |
type = "undefined"
|
| 89 |
|
| 90 |
+
# Create metadata without imports
|
| 91 |
+
metadata = {"type": type}
|
| 92 |
|
| 93 |
# Create and store a Document with the full source code
|
| 94 |
doc = Document(
|
|
|
|
| 98 |
documents.append(doc)
|
| 99 |
|
| 100 |
|
| 101 |
+
def handle_first_level_assign(assign_node, documents, source_code):
|
| 102 |
"""
|
| 103 |
Handles assignment statements at the first level of the AST.
|
| 104 |
"""
|
|
|
|
| 106 |
assign_end_line = assign_node.end_lineno
|
| 107 |
assign_source = '\n'.join(source_code.splitlines()[assign_start_line-1:assign_end_line])
|
| 108 |
|
| 109 |
+
# Create metadata without imports
|
| 110 |
+
metadata = {"type": "Assign"}
|
|
|
|
|
|
|
|
|
|
| 111 |
|
| 112 |
# Create and store Document for the assignment
|
| 113 |
doc = Document(
|
|
|
|
| 117 |
documents.append(doc)
|
| 118 |
|
| 119 |
|
| 120 |
+
def handle_first_level_class(class_node, documents, source_code):
|
| 121 |
"""
|
| 122 |
Handles classes at the first level of the AST.
|
| 123 |
"""
|
|
|
|
| 126 |
class_end_line = min(class_body_lines, default=class_node.end_lineno) - 1
|
| 127 |
class_source = '\n'.join(source_code.splitlines()[class_start_line-1:class_end_line])
|
| 128 |
|
| 129 |
+
# Create metadata without imports
|
|
|
|
|
|
|
|
|
|
| 130 |
metadata = {
|
| 131 |
"type": "class",
|
| 132 |
"class": class_node.name,
|
| 133 |
+
"visibility": "public"
|
|
|
|
| 134 |
}
|
| 135 |
|
| 136 |
# Create and store Document for the class
|
|
|
|
| 151 |
method_source = '\n'.join(source_code.splitlines()[method_start_line-1:method_end_line])
|
| 152 |
|
| 153 |
visibility = "internal" if second_level_node.name.startswith("_") else "public"
|
|
|
|
| 154 |
|
| 155 |
doc = Document(
|
| 156 |
page_content=method_source,
|
|
|
|
| 158 |
"type": "method",
|
| 159 |
"method": second_level_node.name,
|
| 160 |
"visibility": visibility,
|
|
|
|
| 161 |
"class": class_node.name
|
| 162 |
}
|
| 163 |
)
|
| 164 |
documents.append(doc)
|
| 165 |
|
| 166 |
|
| 167 |
+
def handle_first_level_func(function_node, documents, source_code):
|
| 168 |
"""
|
| 169 |
Handles functions at the first level of the AST.
|
| 170 |
"""
|
|
|
|
| 175 |
function_end_line = function_node.end_lineno
|
| 176 |
function_source = '\n'.join(source_code.splitlines()[function_start_line-1:function_end_line])
|
| 177 |
|
|
|
|
|
|
|
|
|
|
| 178 |
visibility = "internal" if function_node.name.startswith("_") else "public"
|
| 179 |
|
| 180 |
is_command = any(
|
|
|
|
| 185 |
|
| 186 |
metadata = {
|
| 187 |
"type": "command" if is_command else "function",
|
| 188 |
+
"visibility": visibility
|
|
|
|
| 189 |
}
|
| 190 |
if is_command:
|
| 191 |
metadata["command"] = function_node.name
|
|
|
|
| 197 |
metadata=metadata
|
| 198 |
)
|
| 199 |
documents.append(doc)
|
| 200 |
+
|
| 201 |
+
|
| 202 |
+
|
| 203 |
+
|
| 204 |
+
|