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Create parser.py
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parser.py
ADDED
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| 1 |
+
# parser.py
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| 2 |
+
import ast
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| 3 |
+
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| 4 |
+
def get_category(node, parent=None):
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| 5 |
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"""Determine the category of an AST node or variable context, including variable roles."""
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| 6 |
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if isinstance(node, (ast.Import, ast.ImportFrom)):
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| 7 |
+
return 'import'
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| 8 |
+
elif isinstance(node, ast.FunctionDef) or isinstance(node, ast.AsyncFunctionDef):
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| 9 |
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return 'function'
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| 10 |
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elif isinstance(node, ast.ClassDef):
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| 11 |
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return 'class'
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| 12 |
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elif isinstance(node, ast.If):
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return 'if'
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elif isinstance(node, ast.While):
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return 'while'
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elif isinstance(node, ast.For):
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return 'for'
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| 18 |
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elif isinstance(node, ast.Try):
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return 'try'
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elif isinstance(node, ast.Return):
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return 'return'
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| 22 |
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elif isinstance(node, ast.Expr):
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return 'expression'
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| 24 |
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elif isinstance(node, ast.ExceptHandler):
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return 'except'
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| 26 |
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elif isinstance(node, (ast.Assign, ast.AnnAssign, ast.AugAssign)):
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| 27 |
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if parent and isinstance(parent, (ast.FunctionDef, ast.AsyncFunctionDef, ast.If, ast.Try, ast.While, ast.For)):
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| 28 |
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return 'assigned_variable'
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| 29 |
+
elif isinstance(node, ast.arg): # Input variables in function definitions
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| 30 |
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if parent and isinstance(parent, (ast.FunctionDef, ast.AsyncFunctionDef)):
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| 31 |
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return 'input_variable'
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| 32 |
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elif isinstance(node, ast.Name): # Returned variables in return statements
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| 33 |
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if parent and isinstance(parent, ast.Return):
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| 34 |
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return 'returned_variable'
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| 35 |
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else:
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| 36 |
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return 'other' # Default to 'other' for unrecognized nodes
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| 37 |
+
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| 38 |
+
def create_vector(category, level, location, total_lines, parent_path):
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| 39 |
+
"""Create a 6D vector optimized for role similarity, integrating variable roles into category_id."""
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| 40 |
+
category_map = {
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| 41 |
+
'import': 1, 'function': 2, 'async_function': 3, 'class': 4,
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| 42 |
+
'if': 5, 'while': 6, 'for': 7, 'try': 8, 'expression': 9, 'spacer': 10,
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| 43 |
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'other': 11, 'elif': 12, 'else': 13, 'except': 14, 'finally': 15, 'return': 16,
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| 44 |
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'assigned_variable': 17, 'input_variable': 18, 'returned_variable': 19
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| 45 |
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}
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| 46 |
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category_id = category_map.get(category, 0) # Default to 0 for unknown categories
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| 47 |
+
start_line, end_line = location
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| 48 |
+
span = (end_line - start_line + 1) / total_lines
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| 49 |
+
center_pos = ((start_line + end_line) / 2) / total_lines
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| 50 |
+
parent_depth = len(parent_path)
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| 51 |
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parent_weight = sum(category_map.get(parent.split('[')[0].lower(), 0) * (1 / (i + 1))
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| 52 |
+
for i, parent in enumerate(parent_path)) / max(1, len(category_map))
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| 53 |
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return [category_id, level, center_pos, span, parent_depth, parent_weight]
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| 54 |
+
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| 55 |
+
def is_blank_or_comment(line):
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| 56 |
+
"""Check if a line is blank or a comment."""
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| 57 |
+
stripped = line.strip()
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| 58 |
+
return not stripped or stripped.startswith('#')
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| 59 |
+
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| 60 |
+
def parse_node(node, lines, prev_end, level=0, total_lines=None, parent_path=None, counters=None, processed_lines=None):
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| 61 |
+
if total_lines is None:
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| 62 |
+
total_lines = len(lines)
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| 63 |
+
if parent_path is None:
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| 64 |
+
parent_path = []
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| 65 |
+
if counters is None:
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| 66 |
+
counters = {cat: 0 for cat in ['import', 'function', 'async_function', 'class', 'if', 'while', 'for', 'try', 'return', 'expression', 'other', 'spacer', 'elif', 'else', 'except', 'finally', 'assigned_variable', 'input_variable', 'returned_variable']}
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| 67 |
+
if processed_lines is None:
|
| 68 |
+
processed_lines = set()
|
| 69 |
+
|
| 70 |
+
parts = []
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| 71 |
+
start_line = getattr(node, 'lineno', prev_end + 1)
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| 72 |
+
end_line = getattr(node, 'end_lineno', start_line)
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| 73 |
+
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| 74 |
+
# Skip if any lines are already processed
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| 75 |
+
if any(line in processed_lines for line in range(start_line, end_line + 1)):
|
| 76 |
+
return parts, []
|
| 77 |
+
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| 78 |
+
# Get category, default to 'other' if None
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| 79 |
+
category = get_category(node, parent_path[-1] if parent_path else None) or 'other'
|
| 80 |
+
if category not in counters:
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| 81 |
+
category = 'other'
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| 82 |
+
counters[category] += 1
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| 83 |
+
node_id = f"{category.capitalize()}[{counters[category]}]"
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| 84 |
+
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| 85 |
+
# Spacer before node (only for blank lines or comments)
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| 86 |
+
if start_line > prev_end + 1:
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| 87 |
+
spacer_lines = lines[prev_end:start_line - 1]
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| 88 |
+
spacer_lines_set = set(range(prev_end + 1, start_line))
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| 89 |
+
if not spacer_lines_set.issubset(processed_lines):
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| 90 |
+
for i, line in enumerate(spacer_lines, prev_end + 1):
|
| 91 |
+
if i not in processed_lines and is_blank_or_comment(line):
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| 92 |
+
counters['spacer'] += 1
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| 93 |
+
spacer_node_id = f"Spacer[{counters['spacer']}]"
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| 94 |
+
parts.append({
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| 95 |
+
'category': 'spacer',
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| 96 |
+
'source': line,
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| 97 |
+
'location': (i, i),
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| 98 |
+
'level': level,
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| 99 |
+
'vector': create_vector('spacer', level, (i, i), total_lines, parent_path),
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| 100 |
+
'parent_path': ' -> '.join(parent_path) if parent_path else 'Top-Level',
|
| 101 |
+
'node_id': spacer_node_id
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| 102 |
+
})
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| 103 |
+
processed_lines.add(i)
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| 104 |
+
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| 105 |
+
# Current node's header (e.g., 'def', 'if', 'try')
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| 106 |
+
current_path = parent_path + [node_id]
|
| 107 |
+
if start_line not in processed_lines and not is_blank_or_comment(lines[start_line - 1]):
|
| 108 |
+
parts.append({
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| 109 |
+
'category': category,
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| 110 |
+
'source': lines[start_line - 1],
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| 111 |
+
'location': (start_line, start_line),
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| 112 |
+
'level': level,
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| 113 |
+
'vector': create_vector(category, level, (start_line, start_line), total_lines, current_path),
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| 114 |
+
'parent_path': ' -> '.join(parent_path) if parent_path else 'Top-Level',
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| 115 |
+
'node_id': node_id
|
| 116 |
+
})
|
| 117 |
+
processed_lines.add(start_line)
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| 118 |
+
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| 119 |
+
# Handle variables in function definitions (input variables)
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| 120 |
+
category_sequence = [category]
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| 121 |
+
if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef)) and node.args.args:
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| 122 |
+
for arg in node.args.args:
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| 123 |
+
var_start = start_line # Assume args are on the same line as function def for simplicity
|
| 124 |
+
if var_start not in processed_lines:
|
| 125 |
+
arg_category = get_category(arg, node) or 'input_variable'
|
| 126 |
+
if arg_category not in counters:
|
| 127 |
+
arg_category = 'input_variable'
|
| 128 |
+
counters[arg_category] += 1
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| 129 |
+
var_node_id = f"InputVariable[{counters[arg_category]}]"
|
| 130 |
+
parts.append({
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| 131 |
+
'category': arg_category,
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| 132 |
+
'source': f" {arg.arg},", # Indented as part of function
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| 133 |
+
'location': (var_start, var_start),
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| 134 |
+
'level': level + 1,
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| 135 |
+
'vector': create_vector(arg_category, level + 1, (var_start, var_start), total_lines, current_path),
|
| 136 |
+
'parent_path': f"{current_path[0]} -> {var_node_id}",
|
| 137 |
+
'node_id': var_node_id
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| 138 |
+
})
|
| 139 |
+
processed_lines.add(var_start)
|
| 140 |
+
category_sequence.append(arg_category)
|
| 141 |
+
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| 142 |
+
# Process nested bodies
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| 143 |
+
nested_prev_end = start_line
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| 144 |
+
for attr in ('body', 'orelse', 'handlers', 'finalbody'):
|
| 145 |
+
if hasattr(node, attr) and getattr(node, attr):
|
| 146 |
+
for child in getattr(node, attr):
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| 147 |
+
child_start = getattr(child, 'lineno', nested_prev_end + 1)
|
| 148 |
+
child_end = getattr(child, 'end_lineno', child_start)
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| 149 |
+
if not any(line in processed_lines for line in range(child_start, child_end + 1)):
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| 150 |
+
if attr == 'orelse' and isinstance(node, ast.If) and child_start != start_line:
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| 151 |
+
sub_category = 'elif' if 'elif' in lines[child_start - 1] else 'else'
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| 152 |
+
if child_start not in processed_lines and not is_blank_or_comment(lines[child_start - 1]):
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| 153 |
+
counters[sub_category] += 1
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| 154 |
+
sub_node_id = f"{sub_category.capitalize()}[{counters[sub_category]}]"
|
| 155 |
+
parts.append({
|
| 156 |
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'category': sub_category,
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| 157 |
+
'source': lines[child_start - 1],
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| 158 |
+
'location': (child_start, child_start),
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| 159 |
+
'level': level,
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| 160 |
+
'vector': create_vector(sub_category, level, (child_start, child_start), total_lines, current_path),
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| 161 |
+
'parent_path': ' -> '.join(parent_path) if parent_path else 'Top-Level',
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| 162 |
+
'node_id': sub_node_id
|
| 163 |
+
})
|
| 164 |
+
processed_lines.add(child_start)
|
| 165 |
+
category_sequence.append(sub_category)
|
| 166 |
+
child_parts, child_seq = parse_node(child, lines, child_start, level + 1, total_lines, current_path, counters, processed_lines)
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| 167 |
+
parts.extend(child_parts)
|
| 168 |
+
category_sequence.extend(child_seq)
|
| 169 |
+
nested_prev_end = max(nested_prev_end, child_parts[-1]['location'][1] if child_parts else child_start)
|
| 170 |
+
elif attr == 'handlers' and isinstance(child, ast.ExceptHandler):
|
| 171 |
+
if child_start not in processed_lines and not is_blank_or_comment(lines[child_start - 1]):
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| 172 |
+
counters['except'] += 1
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| 173 |
+
sub_node_id = f"Except[{counters['except']}]"
|
| 174 |
+
parts.append({
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| 175 |
+
'category': 'except',
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| 176 |
+
'source': lines[child_start - 1],
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| 177 |
+
'location': (child_start, child_start),
|
| 178 |
+
'level': level,
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| 179 |
+
'vector': create_vector('except', level, (child_start, child_start), total_lines, current_path),
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| 180 |
+
'parent_path': ' -> '.join(parent_path) if parent_path else 'Top-Level',
|
| 181 |
+
'node_id': sub_node_id
|
| 182 |
+
})
|
| 183 |
+
processed_lines.add(child_start)
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| 184 |
+
category_sequence.append('except')
|
| 185 |
+
child_parts, child_seq = parse_node(child, lines, child_start, level + 1, total_lines, current_path, counters, processed_lines)
|
| 186 |
+
parts.extend(child_parts)
|
| 187 |
+
category_sequence.extend(child_seq)
|
| 188 |
+
nested_prev_end = max(nested_prev_end, child_parts[-1]['location'][1] if child_parts else child_start)
|
| 189 |
+
elif attr == 'finalbody':
|
| 190 |
+
if child_start not in processed_lines and not is_blank_or_comment(lines[child_start - 1]):
|
| 191 |
+
counters['finally'] += 1
|
| 192 |
+
sub_node_id = f"Finally[{counters['finally']}]"
|
| 193 |
+
parts.append({
|
| 194 |
+
'category': 'finally',
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| 195 |
+
'source': lines[child_start - 1],
|
| 196 |
+
'location': (child_start, child_start),
|
| 197 |
+
'level': level,
|
| 198 |
+
'vector': create_vector('finally', level, (child_start, child_start), total_lines, current_path),
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| 199 |
+
'parent_path': ' -> '.join(parent_path) if parent_path else 'Top-Level',
|
| 200 |
+
'node_id': sub_node_id
|
| 201 |
+
})
|
| 202 |
+
processed_lines.add(child_start)
|
| 203 |
+
category_sequence.append('finally')
|
| 204 |
+
child_parts, child_seq = parse_node(child, lines, child_start, level + 1, total_lines, current_path, counters, processed_lines)
|
| 205 |
+
parts.extend(child_parts)
|
| 206 |
+
category_sequence.extend(child_seq)
|
| 207 |
+
nested_prev_end = max(nested_prev_end, child_parts[-1]['location'][1] if child_parts else child_start)
|
| 208 |
+
else:
|
| 209 |
+
# Handle assignments and returns for variable detection
|
| 210 |
+
if isinstance(child, (ast.Assign, ast.AnnAssign, ast.AugAssign)):
|
| 211 |
+
# Handle different target structures
|
| 212 |
+
if isinstance(child, ast.Assign):
|
| 213 |
+
for target in child.targets:
|
| 214 |
+
if isinstance(target, ast.Name):
|
| 215 |
+
var_start = child.lineno
|
| 216 |
+
if var_start not in processed_lines and not is_blank_or_comment(lines[var_start - 1]):
|
| 217 |
+
counters['assigned_variable'] += 1
|
| 218 |
+
var_node_id = f"AssignedVariable[{counters['assigned_variable']}]"
|
| 219 |
+
parts.append({
|
| 220 |
+
'category': 'assigned_variable',
|
| 221 |
+
'source': lines[var_start - 1],
|
| 222 |
+
'location': (var_start, var_start),
|
| 223 |
+
'level': level + 1,
|
| 224 |
+
'vector': create_vector('assigned_variable', level + 1, (var_start, var_start), total_lines, current_path),
|
| 225 |
+
'parent_path': f"{current_path[0]} -> {var_node_id}",
|
| 226 |
+
'node_id': var_node_id
|
| 227 |
+
})
|
| 228 |
+
processed_lines.add(var_start)
|
| 229 |
+
category_sequence.append('assigned_variable')
|
| 230 |
+
else: # AnnAssign or AugAssign
|
| 231 |
+
target = child.target
|
| 232 |
+
if isinstance(target, ast.Name):
|
| 233 |
+
var_start = child.lineno
|
| 234 |
+
if var_start not in processed_lines and not is_blank_or_comment(lines[var_start - 1]):
|
| 235 |
+
counters['assigned_variable'] += 1
|
| 236 |
+
var_node_id = f"AssignedVariable[{counters['assigned_variable']}]"
|
| 237 |
+
parts.append({
|
| 238 |
+
'category': 'assigned_variable',
|
| 239 |
+
'source': lines[var_start - 1],
|
| 240 |
+
'location': (var_start, var_start),
|
| 241 |
+
'level': level + 1,
|
| 242 |
+
'vector': create_vector('assigned_variable', level + 1, (var_start, var_start), total_lines, current_path),
|
| 243 |
+
'parent_path': f"{current_path[0]} -> {var_node_id}",
|
| 244 |
+
'node_id': var_node_id
|
| 245 |
+
})
|
| 246 |
+
processed_lines.add(var_start)
|
| 247 |
+
category_sequence.append('assigned_variable')
|
| 248 |
+
elif isinstance(child, ast.Return):
|
| 249 |
+
for value in ast.walk(child):
|
| 250 |
+
if isinstance(value, ast.Name):
|
| 251 |
+
var_start = child.lineno
|
| 252 |
+
if var_start not in processed_lines and not is_blank_or_comment(lines[var_start - 1]):
|
| 253 |
+
counters['returned_variable'] += 1
|
| 254 |
+
var_node_id = f"ReturnedVariable[{counters['returned_variable']}]"
|
| 255 |
+
parts.append({
|
| 256 |
+
'category': 'returned_variable',
|
| 257 |
+
'source': lines[var_start - 1],
|
| 258 |
+
'location': (var_start, var_start),
|
| 259 |
+
'level': level + 1,
|
| 260 |
+
'vector': create_vector('returned_variable', level + 1, (var_start, var_start), total_lines, current_path),
|
| 261 |
+
'parent_path': f"{current_path[0]} -> {var_node_id}",
|
| 262 |
+
'node_id': var_node_id
|
| 263 |
+
})
|
| 264 |
+
processed_lines.add(var_start)
|
| 265 |
+
category_sequence.append('returned_variable')
|
| 266 |
+
child_parts, child_seq = parse_node(child, lines, nested_prev_end, level + 1, total_lines, current_path, counters, processed_lines)
|
| 267 |
+
parts.extend(child_parts)
|
| 268 |
+
category_sequence.extend(child_seq)
|
| 269 |
+
nested_prev_end = child_parts[-1]['location'][1] if child_parts else nested_prev_end
|
| 270 |
+
|
| 271 |
+
# Update end_line and source of the parent node if its body extends it
|
| 272 |
+
if nested_prev_end > start_line and start_line not in processed_lines:
|
| 273 |
+
final_end = nested_prev_end
|
| 274 |
+
if start_line not in processed_lines:
|
| 275 |
+
parts[-1]['location'] = (start_line, final_end)
|
| 276 |
+
parts[-1]['source'] = ''.join(lines[start_line - 1:final_end])
|
| 277 |
+
parts[-1]['vector'] = create_vector(category, level, (start_line, final_end), total_lines, current_path)
|
| 278 |
+
processed_lines.update(range(start_line, final_end + 1))
|
| 279 |
+
|
| 280 |
+
return parts, category_sequence
|
| 281 |
+
|
| 282 |
+
def parse_python_code(code):
|
| 283 |
+
lines = code.splitlines(keepends=True)
|
| 284 |
+
total_lines = len(lines)
|
| 285 |
+
try:
|
| 286 |
+
tree = ast.parse(code)
|
| 287 |
+
except SyntaxError:
|
| 288 |
+
return ([{'category': 'error', 'source': 'Invalid Python code', 'location': (1, 1), 'level': 0, 'vector': [0, 0, 1.0, 0.0, 0, 0], 'parent_path': 'Top-Level', 'node_id': 'Error[1]'}], ['error'])
|
| 289 |
+
|
| 290 |
+
parts = []
|
| 291 |
+
prev_end = 0
|
| 292 |
+
processed_lines = set()
|
| 293 |
+
category_sequence = []
|
| 294 |
+
|
| 295 |
+
for stmt in tree.body:
|
| 296 |
+
stmt_parts, stmt_seq = parse_node(stmt, lines, prev_end, total_lines=total_lines, processed_lines=processed_lines)
|
| 297 |
+
parts.extend(stmt_parts)
|
| 298 |
+
category_sequence.extend(stmt_seq)
|
| 299 |
+
prev_end = stmt_parts[-1]['location'][1] if stmt_parts else prev_end
|
| 300 |
+
|
| 301 |
+
if prev_end < total_lines:
|
| 302 |
+
remaining_lines = lines[prev_end:]
|
| 303 |
+
remaining_lines_set = set(range(prev_end + 1, total_lines + 1))
|
| 304 |
+
if not remaining_lines_set.issubset(processed_lines):
|
| 305 |
+
for i, line in enumerate(remaining_lines, prev_end + 1):
|
| 306 |
+
if i not in processed_lines:
|
| 307 |
+
if is_blank_or_comment(line):
|
| 308 |
+
counters = {'spacer': 0}
|
| 309 |
+
counters['spacer'] += 1
|
| 310 |
+
spacer_node_id = f"Spacer[{counters['spacer']}]"
|
| 311 |
+
parts.append({
|
| 312 |
+
'category': 'spacer',
|
| 313 |
+
'source': line,
|
| 314 |
+
'location': (i, i),
|
| 315 |
+
'level': 0,
|
| 316 |
+
'vector': create_vector('spacer', 0, (i, i), total_lines, []),
|
| 317 |
+
'parent_path': 'Top-Level',
|
| 318 |
+
'node_id': spacer_node_id
|
| 319 |
+
})
|
| 320 |
+
processed_lines.add(i)
|
| 321 |
+
category_sequence.append('spacer')
|
| 322 |
+
|
| 323 |
+
return parts, category_sequence
|
| 324 |
+
|
| 325 |
+
def is_blank_or_comment(line):
|
| 326 |
+
"""Check if a line is blank or a comment."""
|
| 327 |
+
stripped = line.strip()
|
| 328 |
+
return not stripped or stripped.startswith('#')
|