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import os
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import logging
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import time
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import sys
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import re
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from generation import generation
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source_dir = sys.argv[1]
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target_dir = sys.argv[2]
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llm = sys.argv[3]
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dependencies_path = sys.argv[4]
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logging.basicConfig(filename=f"translate_throughLLM_{llm}.log", level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
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def process(projects_path, project, target_dir):
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lang_pairs = os.listdir(projects_path)
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for lang_pair in lang_pairs:
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if not os.path.exists(os.path.join(target_dir, project, lang_pair)):
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os.makedirs(os.path.join(target_dir, project, lang_pair))
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query_lang = lang_pair.split("__")[0]
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corpus_lang = lang_pair.split("__")[1]
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questions_path = os.listdir(os.path.join(projects_path, lang_pair))
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for question_path in questions_path:
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if os.path.exists(os.path.join(target_dir, project, lang_pair, question_path)):
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logging.info(f"{lang_pair}'s {question_path} already exists")
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continue
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else:
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print(os.path.join(target_dir, project, lang_pair, question_path))
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with open(os.path.join(projects_path, lang_pair, question_path), 'r', encoding='utf-8', errors='ignore') as input_file:
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question = input_file.read().split("------")
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pattern = r'<function>(.*?)</function>'
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query_func = re.findall(pattern, question[0], re.DOTALL)[0].strip()
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corpus_func = re.findall(pattern, question[1], re.DOTALL)[0].strip()
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query_func_signature = query_func.split("{")[0]
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try:
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with open(os.path.join(dependencies_path, project, lang_pair, "rust", question_path), 'r', encoding='utf-8', errors='ignore') as input_file:
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content = input_file.read()
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content = content.split("------")
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related_function_and_datatype = content[0]
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use_package = content[1]
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except:
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logging.info(f"{lang_pair}'s {question_path} without dependencies file")
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continue
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while True:
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try:
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message = f"Translate the given {corpus_lang} function to {query_lang} according to the {query_lang} function signature, {query_lang} function dependencies(including function and variable dependencies), and data type declarations and {query_lang} function dependency libraries I provide(delimited with XML tags).Make sure to call the relevant dependencies as much as possible in the translated function Only response the translated function results.\n<{corpus_lang} function>\n{corpus_func}\n</{corpus_lang} function>\n<{query_lang} function signature>\n{query_func_signature}\n</{query_lang} function signature>\n<{query_lang} function dependencies, and data type declarations>\n{related_function_and_datatype}\n</{query_lang} function dependencies and data type declarations>\n<{query_lang} function dependency libraries>{use_package}\n</{query_lang} function dependency libraries>\n"
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response = generation(message)
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print(f"successfully get {question_path}")
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with open(os.path.join(target_dir, project, lang_pair, question_path), 'w', encoding='utf-8', errors='ignore') as output_file:
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output_file.write(f"<message>\n{message}\n</message>\n")
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output_file.write(f"<function>\n{query_func}\n</function>\n<translated function>\n{response}</translated function>")
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output_file.write(response)
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break
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except Exception as e:
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logging.error(f"error with {lang_pair} {question_path}, detail is: {e}")
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print(f"error with {lang_pair} {question_path}, detail is: {e}")
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time.sleep(10)
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break
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if __name__ == "__main__":
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projects = os.listdir(source_dir)
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for project in projects:
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process(os.path.join(source_dir, project), project, os.path.join(target_dir, f"translate_by_{llm}"))
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