def add_simu_data(data,length,rangelow=[-0.372,-0.859,1.9,0.,1.9],rangehigh=[0.372,0.859,2.0,0.,2.1]):
#simu
array=np.random.random((length,len(rangelow)))
array=(np.array(rangehigh)-np.array(rangelow))*array+np.array(rangelow)
pred=cf.control_func(array,array.shape[0])[:,None]
array=np.hstack((array,pred))
#combine
data=np.vstack((data,array))
return data
def add_simu_data(data,length,rangelow=[-0.372,-0.859,1.9,0.,1.9],rangehigh=[0.372,0.859,2.0,0.,2.1]):
#simu
array=np.random.random((length,len(rangelow)))
array=(np.array(rangehigh)-np.array(rangelow))*array+np.array(rangelow)
pred=cf.control_func(array,array.shape[0])[:,None]
array=np.hstack((array,pred))
#combine
data=np.vstack((data,array))
data=np.roll(data,array.shape[0]*4/5,axis=0)
#我一直改的上面这一句，发现4/5，比较好，本来是3/4感觉拿到数据容易过拟合，那边取了7/8
#其实就是那边后边0的部分留的太多，validation就会小很多，误以为好
return data