""" Set of general purpose utility functions for easier interfacing with Python API """ import inspect from copy import deepcopy import robomimic.macros as Macros def get_class_init_kwargs(cls): """ Helper function to return a list of all valid keyword arguments (excluding "self") for the given @cls class. Args: cls (object): Class from which to grab __init__ kwargs Returns: list: All keyword arguments (excluding "self") specified by @cls __init__ constructor method """ return list(inspect.signature(cls.__init__).parameters.keys())[1:] def extract_subset_dict(dic, keys, copy=False): """ Helper function to extract a subset of dictionary key-values from a current dictionary. Optionally (deep)copies the values extracted from the original @dic if @copy is True. Args: dic (dict): Dictionary containing multiple key-values keys (Iterable): Specific keys to extract from @dic. If the key doesn't exist in @dic, then the key is skipped copy (bool): If True, will deepcopy all values corresponding to the specified @keys Returns: dict: Extracted subset dictionary containing only the specified @keys and their corresponding values """ subset = {k: dic[k] for k in keys if k in dic} return deepcopy(subset) if copy else subset def extract_class_init_kwargs_from_dict(cls, dic, copy=False, verbose=False): """ Helper function to return a dictionary of key-values that specifically correspond to @cls class's __init__ constructor method, from @dic which may or may not contain additional, irrelevant kwargs. Note that @dic may possibly be missing certain kwargs as specified by cls.__init__. No error will be raised. Args: cls (object): Class from which to grab __init__ kwargs that will be be used as filtering keys for @dic dic (dict): Dictionary containing multiple key-values copy (bool): If True, will deepcopy all values corresponding to the specified @keys verbose (bool): If True (or if macro DEBUG is True), then will print out mismatched keys Returns: dict: Extracted subset dictionary possibly containing only the specified keys from cls.__init__ and their corresponding values """ # extract only relevant kwargs for this specific backbone cls_keys = get_class_init_kwargs(cls) subdic = extract_subset_dict( dic=dic, keys=cls_keys, copy=copy, ) # Run sanity check if verbose or debugging if verbose or Macros.DEBUG: keys_not_in_cls = [k for k in dic if k not in cls_keys] keys_not_in_dic = [k for k in cls_keys if k not in list(dic.keys())] if len(keys_not_in_cls) > 0: print(f"Warning: For class {cls.__name__}, got unknown keys: {keys_not_in_cls} ") if len(keys_not_in_dic) > 0: print(f"Warning: For class {cls.__name__}, got missing keys: {keys_not_in_dic} ") return subdic