


'''simple docstring'''

from operator import delitem, getitem, setitem

import pytest

from data_structures.hashing.hash_map import HashMap





def __snake_case					(      UpperCAmelCase_						:						List[str]		):
 return getitem, k





def __snake_case					(      UpperCAmelCase_						:						List[Any]					,				UpperCAmelCase_						:						str		):
 return setitem, k, v





def __snake_case					(      UpperCAmelCase_						:						Optional[Any]		):
 return delitem, k





def __snake_case					(      UpperCAmelCase_						:						Tuple					,				UpperCAmelCase_						:						Tuple					,				*UpperCAmelCase_						:						Optional[int]		):
 try:
  return fun(UpperCAmelCase_					,				*UpperCAmelCase_		), None
 except Exception as e:
  return None, e


a_  :				List[str]						= (
    _set("""key_a""", """val_a"""),
    _set("""key_b""", """val_b"""),
)

a_  :				int						= [
    _set("""key_a""", """val_a"""),
    _set("""key_a""", """val_b"""),
]

a_  :				Tuple						= [
    _set("""key_a""", """val_a"""),
    _set("""key_b""", """val_b"""),
    _del("""key_a"""),
    _del("""key_b"""),
    _set("""key_a""", """val_a"""),
    _del("""key_a"""),
]

a_  :				Optional[Any]						= [
    _get("""key_a"""),
    _del("""key_a"""),
    _set("""key_a""", """val_a"""),
    _del("""key_a"""),
    _del("""key_a"""),
    _get("""key_a"""),
]

a_  :				int						= [
    *[_set(x, x) for x in range(5)],  # guaranteed upsize
]

a_  :				List[Any]						= [
    *[_set(x, x) for x in range(5)],  # guaranteed upsize
    *[_del(x) for x in range(5)],
    _set("""key_a""", """val_b"""),
]





@pytest.mark.parametrize(
    "operations"					,				(
        pytest.param(_add_items					,				id="add items"		),
        pytest.param(_overwrite_items					,				id="overwrite items"		),
        pytest.param(_delete_items					,				id="delete items"		),
        pytest.param(_access_absent_items					,				id="access absent items"		),
        pytest.param(_add_with_resize_up					,				id="add with resize up"		),
        pytest.param(_add_with_resize_down					,				id="add with resize down"		),
    )					,				)
def __snake_case					(      UpperCAmelCase_						:						int		):
 lowerCamelCase_      =  HashMap(initial_block_size=4		)
 lowerCamelCase_      =  {}
 for _, (fun, *args) in enumerate(UpperCAmelCase_		):
  lowerCamelCase_ ,lowerCamelCase_      =  _run_operation(UpperCAmelCase_					,				UpperCAmelCase_					,				*UpperCAmelCase_		)
  lowerCamelCase_ ,lowerCamelCase_      =  _run_operation(UpperCAmelCase_					,				UpperCAmelCase_					,				*UpperCAmelCase_		)
  assert my_res == py_res
  assert str(UpperCAmelCase_		) == str(UpperCAmelCase_		)
  assert set(UpperCAmelCase_		) == set(UpperCAmelCase_		)
  assert len(UpperCAmelCase_		) == len(UpperCAmelCase_		)
  assert set(my.items()		) == set(py.items()		)







def __snake_case					(      ):
 def is_public(UpperCAmelCase_						:						str		) -> bool:
  return not name.startswith("_"		)

 lowerCamelCase_      =  {name for name in dir({}		) if is_public(UpperCAmelCase_		)}
 lowerCamelCase_      =  {name for name in dir(HashMap()		) if is_public(UpperCAmelCase_		)}

 assert dict_public_names > hash_public_names







import re

from flax.core.frozen_dict import freeze
from flax.traverse_util import flatten_dict, unflatten_dict
from jax.experimental import PartitionSpec as P


# Sentinels
lowerCAmelCase__      		= object()

# For specifying empty leaf dict `{}`
lowerCAmelCase__      		= object()
def 							_UpperCAmelCase				(UpperCamelCase__     :  str				,							UpperCamelCase__     :  Union[str, Any]						):
       _A      :       str				    = tuple((re.compile(x + "$"						) for x in qs)						)
       for i in range(len(UpperCamelCase__						) - len(UpperCamelCase__						) + 1						):
              _A      :       Tuple				    = [x.match(UpperCamelCase__						) for x, y in zip(UpperCamelCase__				,							ks[i:]						)]
              if matches and all(UpperCamelCase__						):
                     return True
       return False
def 							_UpperCAmelCase				(UpperCamelCase__     :  str						):
       def replace(UpperCamelCase__     :  List[str]				,							UpperCamelCase__     :  Optional[int]						):
              for rule, replacement in rules:
                     if _match(UpperCamelCase__				,							UpperCamelCase__						):
                            return replacement
              return val

       return replace
def 							_UpperCAmelCase				():
       return [
           # embeddings
           (("transformer", "wpe", "embedding"), P("mp"				,							UpperCamelCase__						)),
           (("transformer", "wte", "embedding"), P("mp"				,							UpperCamelCase__						)),
           # atention
           (("attention", "(q_proj|k_proj|v_proj)", "kernel"), P(UpperCamelCase__				,							"mp"						)),
           (("attention", "out_proj", "kernel"), P("mp"				,							UpperCamelCase__						)),
           (("attention", "out_proj", "bias"), None),
           # mlp
           (("mlp", "c_fc", "kernel"), P(UpperCamelCase__				,							"mp"						)),
           (("mlp", "c_fc", "bias"), P("mp"						)),
           (("mlp", "c_proj", "kernel"), P("mp"				,							UpperCamelCase__						)),
           (("mlp", "c_proj", "bias"), None),
           # layer norms
           ((r"ln_\d+", "bias"), None),
           ((r"\d+", r"ln_\d+", "scale"), None),
           (("ln_f", "bias"), None),
           (("ln_f", "scale"), None),
       ]






def 							_UpperCAmelCase				(UpperCamelCase__     :  List[str]						):
       _A      :       int				    = _get_partition_rules()
       _A      :       Optional[int]				    = _replacement_rules(UpperCamelCase__						)
       _A      :       Optional[int]				    = {k: _unmatched for k in flatten_dict(UpperCamelCase__						)}
       _A      :       List[str]				    = {k: replace(UpperCamelCase__				,							UpperCamelCase__						) for k, v in initd.items()}
       assert _unmatched not in result.values(), "Incomplete partition spec."
       return freeze(unflatten_dict(UpperCamelCase__						)						)
