from typing import Optional import warnings # NB: Keep this file in sync with enums in aten/src/ATen/core/Reduction.h def get_enum(reduction: str) -> int: if reduction == 'none': ret = 0 elif reduction == 'mean': ret = 1 elif reduction == 'elementwise_mean': warnings.warn("reduction='elementwise_mean' is deprecated, please use reduction='mean' instead.") ret = 1 elif reduction == 'sum': ret = 2 else: ret = -1 # TODO: remove once JIT exceptions support control flow raise ValueError(f"{reduction} is not a valid value for reduction") return ret # In order to support previous versions, accept boolean size_average and reduce # and convert them into the new constants for now # We use these functions in torch/legacy as well, in which case we'll silence the warning def legacy_get_string(size_average: Optional[bool], reduce: Optional[bool], emit_warning: bool = True) -> str: warning = "size_average and reduce args will be deprecated, please use reduction='{}' instead." if size_average is None: size_average = True if reduce is None: reduce = True if size_average and reduce: ret = 'mean' elif reduce: ret = 'sum' else: ret = 'none' if emit_warning: warnings.warn(warning.format(ret)) return ret def legacy_get_enum(size_average: Optional[bool], reduce: Optional[bool], emit_warning: bool = True) -> int: return get_enum(legacy_get_string(size_average, reduce, emit_warning))