
"""simple docstring"""







import operator as op


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

lowerCamelCase__        =		{""">""": 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__        =		[
    """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__        =		["""DEEPSPEED""", """MULTI_GPU""", """FSDP""", """MEGATRON_LM"""]
lowerCamelCase__        =		["""DEEPSPEED""", """MULTI_XPU""", """FSDP"""]

"""simple docstring"""







import warnings
from functools import wraps
from typing import Callable
def    __lowerCAmelCase    (_UpperCamelCase		):

	@wraps(_UpperCamelCase		)
	def _inner_fn(*_UpperCamelCase	,  **_UpperCamelCase		):
		warnings.warn(
		    (F"'{fn.__name__}' is experimental and might be subject to breaking changes in the future.")	,  _UpperCamelCase	,  )
		return fn(*_UpperCamelCase	,  **_UpperCamelCase		)

	return _inner_fn