The probability distribution function of Exponential distribution with positive constant $\lambda$ is
\[
P(x)= \begin{cases}
\lambda{e}^{-\lambda x} & x \geq 0 \\
0 & x \lt 0
\end{cases}
\]
To generate a random number $X$ from Exponential distribution with constant $\lambda$,
a random number $r$ between $0$ and $1$ is drawn.
then $X$ can be generated by the formula
\[
X=-\frac{1}{\lambda} \ln(1-r)
\]