code: def _determine_backend_from_args(args):
      """Return the appropriate Ivy backend, given some arguments.
  
      Parameters
      ----------
      args
          the arguments from which to figure out the corresponding Ivy backend.
  
      Returns
      -------
      ret
          the Ivy backend inferred from `args`.
  
      Examples
      --------
      If `args` is a jax.numpy array, then Ivy's jax backend will be returned:
  
      >>> from ivy.utils.backend.handler import _determine_backend_from_args
      >>> import jax.numpy as jnp
      >>> x = jnp.array([1])
      >>> print(_determine_backend_from_args(x))
      <module 'ivy.functional.backends.jax' from '/ivy/ivy/functional/backends/jax/__init__.py'>    # noqa
      """  # noqa: E501
      arg_type = type(args)
      if isinstance(args, ivy.Array):
          args = args.data
  
      if isinstance(args, dict):
          for value in args.values():
              # recursively call the function for each value in the dictionary
              lib = _determine_backend_from_args(value)
              if lib:
                  return lib
          # check if args is a list or tuple
      elif arg_type in [list, tuple]:
          for arg in args:
              # recursively call the function for each element in the list/tuple
              lib = _determine_backend_from_args(arg)
              if lib:
                  return lib
      else:
          # check if the class module of the arg is in _array_types
          return _get_backend_for_arg(args.__class__.__module__)
  
imports: import os
  import copy
  import types
  import ivy
  import importlib
  import functools
  import numpy
  import gc
  from ivy.utils import _importlib, verbosity
  from ivy.func_wrapper import _wrap_function
  from ivy.utils.backend.sub_backend_handler import _clear_current_sub_backends, fn_name_from_version_specific_fn_name
  from ivy.utils.exceptions import _handle_inplace_mode
label_desc: Use image node_id 3 for calling a global function with example usage: _determine_backend_from_args(args) and returns: _get_backend_for_arg, lib, lib