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| import configparser | |
| import logging | |
| def getconfig(configfile_path:str): | |
| """ | |
| configfile_path: file path of .cfg file | |
| """ | |
| config = configparser.ConfigParser() | |
| try: | |
| config.read_file(open(configfile_path)) | |
| return config | |
| except: | |
| logging.warning("config file not found") | |
| # Declare all the necessary variables | |
| def get_classifier_params(model_name): | |
| config = getconfig('paramconfig.cfg') | |
| params = {} | |
| params['model_name'] = config.get(model_name,'MODEL') | |
| params['split_by'] = config.get(model_name,'SPLIT_BY') | |
| params['split_length'] = int(config.get(model_name,'SPLIT_LENGTH')) | |
| params['split_overlap'] = int(config.get(model_name,'SPLIT_OVERLAP')) | |
| params['remove_punc'] = bool(int(config.get(model_name,'REMOVE_PUNC'))) | |
| params['split_respect_sentence_boundary'] = bool(int(config.get(model_name,'RESPECT_SENTENCE_BOUNDARY'))) | |
| params['threshold'] = float(config.get(model_name,'THRESHOLD')) | |
| params['top_n'] = int(config.get(model_name,'TOP_KEY')) | |
| return params | |
| # Model select | |
| model_dict = { | |
| 'Llama3.1-8B': 'meta-llama/Meta-Llama-3.1-8B-Instruct', | |
| 'Llama3.1-70B': 'meta-llama/Meta-Llama-3.1-70B-Instruct', | |
| 'Llama3.1-405B': 'meta-llama/Meta-Llama-3.1-405B-Instruct', | |
| 'Zephyr 7B β': 'HuggingFaceH4/zephyr-7b-beta', | |
| 'Mistral-7B': 'mistralai/Mistral-7B-Instruct-v0.2', | |
| 'Mixtral-8x7B': 'mistralai/Mixtral-8x7B-Instruct-v0.1', | |
| 'Llama3.2-3B':'meta-llama/Llama-3.2-3B-Instruct', | |
| 'Llama3.2-1B': 'meta-llama/Llama-3.2-1B-Instruct', | |
| 'Gemma2-2B': 'google/gemma-2-2b-it' | |
| } |