# Copyright 2024 MIT Han Lab # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # # SPDX-License-Identifier: Apache-2.0 from functools import partial from typing import Optional import torch.nn as nn from ...models.utils import build_kwargs_from_config __all__ = ["build_act"] # register activation function here REGISTERED_ACT_DICT: dict[str, type] = { "relu": nn.ReLU, "relu6": nn.ReLU6, "hswish": nn.Hardswish, "silu": nn.SiLU, "gelu": partial(nn.GELU, approximate="tanh"), } def build_act(name: str, **kwargs) -> Optional[nn.Module]: if name in REGISTERED_ACT_DICT: act_cls = REGISTERED_ACT_DICT[name] args = build_kwargs_from_config(kwargs, act_cls) return act_cls(**args) else: return None