InfiniTensor/examples/distributed/placement.py

65 lines
1.7 KiB
Python

from typing import Optional
class Placement:
# base class Placement type
# convenient utils to check for placement types
def is_shard(self, dim: Optional[int] = None) -> bool:
if dim is not None and isinstance(self, Shard):
return self.dim == dim
else:
return isinstance(self, Shard)
def is_replicate(self) -> bool:
return isinstance(self, Replicate)
def is_partial(self) -> bool:
return isinstance(self, _Partial)
class Replicate(Placement):
def __eq__(self, other: object) -> bool:
if not isinstance(other, Replicate):
return False
return True
def __repr__(self) -> str:
"""
machine readable representation of the Replicate placement
"""
return "Replicate()"
class Shard(Placement):
# shard placement, shard on a dim
def __init__(self, dim):
self.dim = dim
def __eq__(self, other: object) -> bool:
if not isinstance(other, Shard):
return False
return self.dim == other.dim
def __repr__(self) -> str:
"""
machine readable representation of the Shard placement
"""
return f"Shard(dim={self.dim})"
class _Partial(Placement):
def __init__(self, reduce_op: str = "sum"):
self.reduce_op: str = reduce_op
def __eq__(self, other: object) -> bool:
if not isinstance(other, _Partial):
return False
return self.reduce_op == other.reduce_op
def __repr__(self) -> str:
"""
machine readable representation of the Partial placement
"""
return f"_Partial(reduce_op={self.reduce_op})"