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import re |
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import ast |
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from typing import List, Dict |
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class AutofixCode: |
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def __init__(self): |
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self.code_snippets: List[Dict] = [] |
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def analyze_code(self, code: str) -> List[Dict]: |
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""" |
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Analyze the given code and identify potential issues. |
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:param code: The source code to analyze |
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:return: A list of dictionaries containing issue details (e.g., line number, error type) |
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""" |
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tokens = re.split(r'(\W)', code) |
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issues: List[Dict] = [] |
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for token in tokens: |
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if token == 'SyntaxError': |
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issue_type = 'Syntax Error' |
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elif token == 'LogicalFlaw': |
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issue_type = 'Logical Flaw' |
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else: |
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continue |
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issue_data = {'line_number': int(token), 'error_type': issue_type} |
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issues.append(issue_data) |
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return issues |
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def generate_fix_proposal(self, issue: Dict) -> str: |
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""" |
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Generate a proposed fix for the given issue. |
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:param issue: The dictionary containing issue details (e.g., line number, error type) |
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:return: A string representing the proposed fix |
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""" |
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if issue['error_type'] == 'Syntax Error': |
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return f"Replace `{issue['line_number']}' with correct syntax" |
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elif issue['error_type'] == 'Logical Flaw': |
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return f"Optimize the logic using `if` statement" |
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def validate_fix(self, proposed_fix: str) -> bool: |
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""" |
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Validate the proposed fix to ensure it is correct and does not introduce new errors. |
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:param proposed_fix: The string representing the proposed fix |
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:return: A boolean indicating whether the fix is valid or not |
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""" |
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if re.search(r'\b(correct|incorrect)\b', proposed_fix): |
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return True |
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else: |
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return False |
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def autofix_code(self, code: str) -> str: |
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""" |
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Run the Autofix Code AI model on the given code and apply fixes. |
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:param code: The source code to fix |
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:return: The fixed code |
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""" |
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issues = self.analyze_code(code) |
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for issue in issues: |
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proposed_fix = self.generate_fix_proposal(issue) |
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if self.validate_fix(proposed_fix): |
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new_code = re.sub(f"^{issue['line_number']}'", proposed_fix, code) |
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return new_code |
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return code |
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ai = AutofixCode() |
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code = "x = 5; y = x + 2;" |
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fixed_code = ai.autofix_code(code) |
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print(fixed_code) |