Siddharth Chaini's Blog
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Piece-wise Functions on NumPy
As part of my internship, I needed to implement the following piece-wise function (FILL).
This can be done on numpy through something like this:
def upperfn(time,a,beta,t0,t1,tfall,trise): val = (a*(1 - beta*(time-t0)/(t1-t0)))/(1+np.exp(-(time-t0)/trise)) return val def lowerfn(time,a,beta,t0,t1,tfall,trise): val = (a*(1-beta)*np.exp(-(time-t1)/tfall))/(1+np.exp(-(time-t0)/trise)) return val def alercev1(time,a,beta,t0,gamma,tfall,trise): t1 = t0 + gamma val = np.piecewise(time, [time < t1, time >= t1], [lambda time: upperfn(time,a,beta,t0,t1,tfall,trise), lambda time: lowerfn(time,a,beta,t0,t1,tfall,trise)]) return val
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