weight_init.py

# coding=utf-8
# Copyright 2021 The OneFlow Authors. All rights reserved.
#
# 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.

import math

import oneflow.nn as nn


def init_method_normal(sigma, mean=0.0):
    """Init method based on N(0, sigma)."""

    def init_(tensor):
        return nn.init.normal_(tensor, mean=mean, std=sigma)

    return init_


def scaled_init_method_normal(sigma, num_layers, mean=0.0):
    """Init method based on N(0, sigma/sqrt(2*num_layers)."""
    std = sigma / math.sqrt(2.0 * num_layers)

    def init_(tensor):
        return nn.init.normal_(tensor, mean=mean, std=std)

    return init_