

'''simple docstring'''




from operator import delitem, getitem, setitem

import pytest

from data_structures.hashing.hash_map import HashMap




def 						UpperCamelCase	(			a			)				->     Optional[int]:






     '''simple docstring'''
     return getitem, k




def 						UpperCamelCase	(			a		,						a			)				->     Dict:






     '''simple docstring'''
     return setitem, k, v




def 						UpperCamelCase	(			a			)				->     Optional[int]:






     '''simple docstring'''
     return delitem, k




def 						UpperCamelCase	(			a		,						a		,						*a			)				->     str:






     '''simple docstring'''
     try:
          return fun(a		,						*a			), None
     except Exception as e:
          return None, e


_lowerCAmelCase         =						(
    _set("key_a", "val_a"),
    _set("key_b", "val_b"),
)

_lowerCAmelCase         =						[
    _set("key_a", "val_a"),
    _set("key_a", "val_b"),
]

_lowerCAmelCase         =						[
    _set("key_a", "val_a"),
    _set("key_b", "val_b"),
    _del("key_a"),
    _del("key_b"),
    _set("key_a", "val_a"),
    _del("key_a"),
]

_lowerCAmelCase         =						[
    _get("key_a"),
    _del("key_a"),
    _set("key_a", "val_a"),
    _del("key_a"),
    _del("key_a"),
    _get("key_a"),
]

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

_lowerCAmelCase         =						[
    *[_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 						UpperCamelCase	(			a			)				->     Union[str, Any]:






     '''simple docstring'''
     __magic_name__						       =    HashMap(initial_block_size=4			)
     __magic_name__						       =    {}
     for _, (fun, *args) in enumerate(a			):
          __magic_name__       ,  __magic_name__						       =    _run_operation(a		,						a		,						*a			)
          __magic_name__       ,  __magic_name__						       =    _run_operation(a		,						a		,						*a			)
          assert my_res == py_res
          assert str(a			) == str(a			)
          assert set(a			) == set(a			)
          assert len(a			) == len(a			)
          assert set(my.items()			) == set(py.items()			)




def 						UpperCamelCase	(			)				->     Union[str, Any]:






     '''simple docstring'''
     def is_public(a			) -> bool:
          return not name.startswith('''_'''			)

     __magic_name__						       =    {name for name in dir({}			) if is_public(a			)}
     __magic_name__						       =    {name for name in dir(HashMap()			) if is_public(a			)}

     assert dict_public_names > hash_public_names









'''simple docstring'''




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	(			a		,						a			)				->     Union[str, Any]:






     '''simple docstring'''
     __magic_name__						       =    tuple((re.compile(x + '''$'''			) for x in qs)			)
     for i in range(len(a			) - len(a			) + 1			):
          __magic_name__						       =    [x.match(a			) for x, y in zip(a		,						ks[i:]			)]
          if matches and all(a			):
               return True
     return False




def 						UpperCamelCase	(			a			)				->     Tuple:






     '''simple docstring'''
     def replace(a		,						a			):
          for rule, replacement in rules:
               if _match(a		,						a			):
                    return replacement
          return val

     return replace




def 						UpperCamelCase	(			)				->     Union[str, Any]:






     '''simple docstring'''
     return [
         # embeddings
         (("transformer", "wpe", "embedding"), P('''mp'''		,						a			)),
         (("transformer", "wte", "embedding"), P('''mp'''		,						a			)),
         # atention
         (("attention", "(q_proj|k_proj|v_proj)", "kernel"), P(a		,						'''mp'''			)),
         (("attention", "out_proj", "kernel"), P('''mp'''		,						a			)),
         (("attention", "out_proj", "bias"), None),
         # mlp
         (("mlp", "c_fc", "kernel"), P(a		,						'''mp'''			)),
         (("mlp", "c_fc", "bias"), P('''mp'''			)),
         (("mlp", "c_proj", "kernel"), P('''mp'''		,						a			)),
         (("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	(			a			)				->     str:






     '''simple docstring'''
     __magic_name__						       =    _get_partition_rules()
     __magic_name__						       =    _replacement_rules(a			)
     __magic_name__						       =    {k: _unmatched for k in flatten_dict(a			)}
     __magic_name__						       =    {k: replace(a		,						a			) for k, v in initd.items()}
     assert _unmatched not in result.values(), "Incomplete partition spec."
     return freeze(unflatten_dict(a			)			)






