model = lgb.train(params, 
                  train, 
                  num_boost_round=100, 
                  valid_sets=eval, 
                  callbacks=[early_stopping_func, log_evaluation_func, learning_rate_func], 
                  init_model=model # 前のモデルを引数に与える
            )