




"""simple docstring"""




class     __magic_name__							:






				'''simple docstring'''





				def __init__(       self		, _a		, _a		, _a ):





							"""simple docstring"""
							lowerCamelCase			      =					name
							lowerCamelCase			      =					value
							lowerCamelCase			      =					weight





				def __repr__(       self ):





							"""simple docstring"""
							return f'{self.__class__.__name__}({self.name}, {self.value}, {self.weight})'





				def    _lowerCAmelCase				(       self ):





							"""simple docstring"""
							return self.value





				def    _lowerCAmelCase				(       self ):





							"""simple docstring"""
							return self.name





				def    _lowerCAmelCase				(       self ):





							"""simple docstring"""
							return self.weight





				def    _lowerCAmelCase				(       self ):





							"""simple docstring"""
							return self.value / self.weight




def     a__ (				snake_case__       , snake_case__       , snake_case__				)						->					Union[str, Any]:
			lowerCamelCase			      =					[]
			for i in range(len(snake_case__				)				):
						menu.append(Things(name[i]       , value[i]       , weight[i]				)				)
			return menu



def     a__ (				snake_case__       , snake_case__       , snake_case__				)						->					Union[str, Any]:
			lowerCamelCase			      =					sorted(snake_case__       , key=snake_case__       , reverse=snake_case__				)
			lowerCamelCase			      =					[]
			lowerCamelCase      ,   lowerCamelCase			      =					0.0, 0.0
			for i in range(len(snake_case__				)				):
						if (total_cost + items_copy[i].get_weight()) <= max_cost:
									result.append(items_copy[i]				)
									total_cost += items_copy[i].get_weight()
									total_value += items_copy[i].get_value()
			return (result, total_value)



def     a__ (				)						->					str:
			pass


if __name__ == "__main__":
					import doctest

					doctest.testmod()









"""simple docstring"""




import operator as op


lowerCAmelCase							:			Dict     							=							"""scaler.pt"""
lowerCAmelCase							:			Tuple     							=							"""pytorch_model"""
lowerCAmelCase							:			Union[str, Any]     							=							"""random_states"""
lowerCAmelCase							:			Union[str, Any]     							=							"""optimizer"""
lowerCAmelCase							:			Dict     							=							"""scheduler"""
lowerCAmelCase							:			int     							=							"""pytorch_model.bin"""
lowerCAmelCase							:			str     							=							"""pytorch_model.bin.index.json"""
lowerCAmelCase							:			Union[str, Any]     							=							"""model.safetensors"""
lowerCAmelCase							:			List[Any]     							=							"""model.safetensors.index.json"""
lowerCAmelCase							:			List[Any]     							=							"""1.10.2"""
lowerCAmelCase							:			Any     							=							"""py38"""
lowerCAmelCase							:			Optional[int]     							=							"""4.17.0"""
lowerCAmelCase							:			str     							=							["""ml.p3.16xlarge""", """ml.p3dn.24xlarge""", """ml.p4dn.24xlarge"""]
lowerCAmelCase							:			Tuple     							=							["""FULL_SHARD""", """SHARD_GRAD_OP""", """NO_SHARD""", """HYBRID_SHARD""", """HYBRID_SHARD_ZERO2"""]
lowerCAmelCase							:			List[Any]     							=							["""TRANSFORMER_BASED_WRAP""", """SIZE_BASED_WRAP""", """NO_WRAP"""]
lowerCAmelCase							:			List[str]     							=							["""BACKWARD_PRE""", """BACKWARD_POST""", """NO_PREFETCH"""]
lowerCAmelCase							:			List[str]     							=							["""FULL_STATE_DICT""", """LOCAL_STATE_DICT""", """SHARDED_STATE_DICT"""]
lowerCAmelCase							:			Any     							=							"""2.0.1"""
lowerCAmelCase							:			List[Any]     							=							["""pdsh""", """standard""", """openmpi""", """mvapich"""]
lowerCAmelCase							:			Union[str, Any]     							=							["""default""", """reduce-overhead""", """max-autotune"""]

lowerCAmelCase							:			Optional[int]     							=							{""">""": op.gt, """>=""": op.ge, """==""": op.eq, """!=""": op.ne, """<=""": op.le, """<""": op.lt}

# These are the args for `torch.distributed.launch` for pytorch < 1.9
lowerCAmelCase							:			Union[str, Any]     							=							[
    """nnodes""",
    """nproc_per_node""",
    """rdzv_backend""",
    """rdzv_endpoint""",
    """rdzv_id""",
    """rdzv_conf""",
    """standalone""",
    """max_restarts""",
    """monitor_interval""",
    """start_method""",
    """role""",
    """module""",
    """m""",
    """no_python""",
    """run_path""",
    """log_dir""",
    """r""",
    """redirects""",
    """t""",
    """tee""",
    """node_rank""",
    """master_addr""",
    """master_port""",
]

lowerCAmelCase							:			List[str]     							=							["""DEEPSPEED""", """MULTI_GPU""", """FSDP""", """MEGATRON_LM"""]
lowerCAmelCase							:			Optional[Any]     							=							["""DEEPSPEED""", """MULTI_XPU""", """FSDP"""]



