ation on LR reduction
    References:
        Original Paper: https://arxiv.org/abs/1803.09820
        Blog Post: https://sgugger.github.io/the-1cycle-policy.html
        Code Reference: https://github.com/bckenstler/CLR
    &#34;&#34;&#34;

    def __init__(
        self,
        base_lr=0.001,
        max_lr=0.006,
        step_size=2000.0,
        mode=&#34;triangular&#34;,
        gamma=1.0,
        scale_fn=None,
        scale_mode=&#34;cycle&#34;,
        reduce_on_plateau=0,
        monitor=&#34;val_