import re languge_settings = { "python": { "full_name": "Python", "indent": 4, }, "cpp": { "full_name": "cpp", "indent": 0, "main": "int main()", }, "java": { "full_name": "Java", "indent": 4, "main": "public static void main", }, "cs": { "full_name": "csharp", "indent": 0, "main": "public static void Main", }, "php": { "full_name": "PHP", "indent": 0, }, "ts": { "full_name": "TypeScript", "indent": 0, }, "js": {"full_name": "JavaScript", "indent": 0}, "sh": {"full_name": "Bash", "indent": 0}, } def get_function_name(question: str, lang: str): func_lines = [x for x in question.strip().split("\n") if x.strip()] if lang.lower() == "python": func_idx = [ i for i in range(len(func_lines)) if func_lines[i].startswith("def ") ][-1] func_name = func_lines[func_idx].split("(")[0].strip() func_prefix = "\n".join(func_lines[:func_idx]) return func_name, func_prefix func_name = func_lines[-1].split("{")[0].strip() func_prefix = "\n".join(func_lines[:-1]) return func_name, func_prefix def extract_generation_code(example: str, lang_code: str, verbose: bool = False): task_id = example["task_id"] output = example.get("output", example.get("gpt_completion")) question = example["prompt"].strip() setting = languge_settings[lang_code] lang = setting["full_name"] indent = setting["indent"] try: code_block: str = re.findall( f"```{lang.lower()}\n(.*?)```", output, re.DOTALL | re.IGNORECASE )[0] if verbose: print(">>> Task: {}\n{}".format(task_id, code_block)) # Remove main if setting.get("main", None) and setting["main"] in code_block: main_start = code_block.index(setting["main"]) code_block = code_block[:main_start] func_name, func_prefix = get_function_name(question, lang) try: start = code_block.lower().index(func_name.lower()) indent = 0 while start - indent >= 0 and code_block[start - indent - 1] == " ": indent += 1 try: end = code_block.rindex("\n" + " " * indent + "}") except: end = len(code_block) except: start = 0 try: end = code_block.rindex("\n" + " " * indent + "}") except: end = len(code_block) body = code_block[start:end] if lang_code.lower() in ["php", "ts", "js"]: body += "\n" + " " * indent + "}" generation = func_prefix + "\n" + body + "\n" example["generation"] = generation except Exception as ex: print( "Failed to extract code block with error `{}`:\n>>> Task: {}\n>>> Output:\n{}".format( ex, task_id, output ) ) example["generation"] = example["prompt"] + "\n" + output return example def cleanup_code( code: str, language_type: str = None, dataset: str = None, issft: bool = False, stop_words=[], ): """ Cleans up the generated code. """ if language_type.lower() == "python": if issft: code = _clean_python_code_for_sft(code) stop_words = ["\ndef", "\nclass", "\nif", "\n#", "\nprint"] code = _truncate_code_at_stopwords(code, stop_words) elif language_type.lower() == "ts": code = _truncate_code_at_stopwords( code, stop_words + [ "\nexport", "\nimport", "\nexport default", "\nimport default", "\nconsole.log", ], ) else: code = _truncate_code_at_stopwords(code, stop_words) return code def _clean_python_code_for_sft(code): code = code.replace("\r", "") if "```python" in code: code_start_idx = code.index("```python") code = code[code_start_idx:].replace("```python", "").strip() end_idx = code.find("```") if "```" in code else len(code) code = code[:end_idx].strip() return code def _truncate_code_at_stopwords(code, stop_words): min_stop_idx = len(code) for stop_word in stop_words: stop_index = code.find(stop_word) if 0 <= stop_index < min_stop_idx: min_stop_idx = stop_index return code[:min_stop_idx]