import os from typing import List, Union from .arc import * from lm_eval import utils from lm_eval.api.task import TaskConfig, Task, ConfigurableTask from lm_eval.api.register import ( register_task, register_group, task_registry, group_registry ) def get_task_name_from_config(task_config): return "configurable_{dataset_path}_{dataset_name}".format(**task_config) task_dir = os.path.dirname(os.path.abspath(__file__)) + "/" for root, subdirs, file_list in os.walk(task_dir): if (subdirs == []) and (len(file_list) > 0): for file in file_list: if "yaml" in file: yaml_path = os.path.join(root, file) try: config = utils.load_yaml_config(yaml_path) SubClass = type( config['task']+'ConfigurableTask', (ConfigurableTask,), {'CONFIG': TaskConfig(**config)} ) if 'task' in config: task_name = "{}:{}".format( get_task_name_from_config(config), config['task'] ) register_task(task_name)(SubClass) if 'group' in config: for group in config['group']: register_group(group)(SubClass) except: pass TASK_REGISTRY = task_registry GROUP_REGISTRY = group_registry ALL_TASKS = sorted(list(TASK_REGISTRY.keys()) + list(GROUP_REGISTRY.keys())) def get_task(task_name, config): try: return TASK_REGISTRY[task_name](config) except KeyError: print("Available tasks:") pprint(TASK_REGISTRY) raise KeyError(f"Missing task {task_name}") def get_task_name_from_object(task_object): for name, class_ in TASK_REGISTRY.items(): if class_ is task_object: return name # TODO: scrap this # this gives a mechanism for non-registered tasks to have a custom name anyways when reporting return ( task_object.EVAL_HARNESS_NAME if hasattr(task_object, "EVAL_HARNESS_NAME") else type(task_object).__name__ ) # TODO: pass num_fewshot and other cmdline overrides in a better way def get_task_dict(task_name_list: List[Union[str, dict, Task]], **kwargs): config = {**kwargs} task_name_from_registry_dict = {} task_name_from_config_dict = {} task_name_from_object_dict = {} for task_element in task_name_list: if isinstance(task_element, str): if task_element in GROUP_REGISTRY: for task_name in GROUP_REGISTRY[task_element]: if task_name not in task_name_from_registry_dict: task_name_from_registry_dict = { **task_name_from_registry_dict, task_name: get_task( task_name=task_name, config=config ) } else: task_name = task_element if task_name not in task_name_from_registry_dict: task_name_from_registry_dict = { **task_name_from_registry_dict, task_name: get_task( task_name=task_element, config=config ) } elif isinstance(task_element, dict): task_element.update(config) task_name_from_config_dict = { **task_name_from_config_dict, get_task_name_from_config(task_element): ConfigurableTask( config=task_element ) } elif isinstance(task_element, Task): task_name_from_object_dict = { **task_name_from_object_dict, get_task_name_from_object(task_element): task_element } # task_name_from_registry_dict = { # task_name: get_task( # task_name=task_name, # task_config=config # ) # for group_name in task_name_list for task_name in GROUP_REGISTRY[group_name] # if (isinstance(group_name, str)) and (group_name in GROUP_REGISTRY) # } # task_name_from_config_dict = { # get_task_name_from_config(task_config): ConfigurableTask( # config=task_config # ) # for task_config in task_name_list # if isinstance(task_config, dict) # } # # TODO: Do we still need this? # task_name_from_object_dict = { # get_task_name_from_object(task_object): task_object # for task_object in task_name_list # if isinstance(task_object, Task) # } assert set(task_name_from_registry_dict.keys()).isdisjoint(set(task_name_from_object_dict.keys())) return { **task_name_from_registry_dict, **task_name_from_config_dict, **task_name_from_object_dict, }