quantum field theory - Where does the delta of zero $delta(0)$ come from?

It is common when evaluating the partition function for a $O(N)$ non-linear sigma model to enforce the confinement to the $N$-sphere with a delta functional, so that

$$Z ~=~ \int d[\pi] d[\sigma] ~ \delta \left[ \pi^2 + \sigma^2 -1 \right] \exp (i S(\phi)),$$ where $\pi$ is an $N-1$ component field. Then, one evaluates the integral over $\sigma$, killing the delta functional. In my understanding, this gives rise to a continuous product of Jacobians, $$\prod_{x=0}^L \frac{1}{ \sqrt{1 - \pi^2}} ~=~ \exp \left[- \frac{1}{2} \int_0^L dx \log (1 - \pi^2) \right]$$ (where I have now put everything in one dimension). Now, obviously this is somewhat non-sense, at the very least because there are units in the argument of the exponential. The way I actually see this written is with a delta function evaluated at the origin, $$\exp \left[- \frac{1}{2} \int_0^L dx \log (1 - \pi^2) \delta(x-x) \right].$$ I see that this makes the units work, but what does that really mean? How do people know to put it there? I know $\delta(0)$ can sometimes be understood as the space-time volume. However, in this case, it clearly has units of $1/L$, so is presumably more like a momentum-space volume. In one dimension, does that mean I can just replace it with $1/L$ (up to factors of $2$ or $\pi$)?

In particular, I have noticed this in the following papers:

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  Renormalization of the nonlinear $\sigma$ model in $2+\epsilon$ dimensions. Brezin, Zinn-Justin, and Le Guillou. Abstract page.

  
  


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  Perturbation theory for path integrals of stiff polymers. Kleinert and Chervyakov. Abstract page.

  
  
  

Kardar does something similar in his Statistical Physics of Fields book, but he simply calls it $\rho$.

Answer

This formula follows the usual heuristic discretization rules (here written in 1D):

$$\tag{1} \text{discrete var.}\qquad i\in\{1, \ldots,N\}, ~~x_i=i\Delta ~~\longrightarrow~~x~\in~[0,L] \qquad \text{cont. var.},$$

$$\tag{2} \text{sum}\qquad \sum_{i=1}^N ~~\longrightarrow~~ \int_0^L \! \frac{dx}{\Delta} \qquad\text{integral},$$

$$\tag{3} \text{"volume" of unit cell:}\qquad \Delta ~=~\frac{L}{N},$$

$$\tag{4} \text{Kronecker delta fct}\qquad \frac{1}{\Delta} \delta_{i,j} ~~\longrightarrow~~ \delta(x_i-x_j) \qquad \text{Dirac delta fct},$$

$$\tag{5} \frac{1}{\Delta}~~\longrightarrow~~\delta(0) .$$

for $N\to \infty$. Hence, formally,

$$\tag{6} f(x_j)~=~\sum_{i=1}^N \delta_{i,j} ~f(x_i)~~\longrightarrow~~\int_0^L \! dx~\delta(x-x_j) ~f(x),$$

and

$$\prod_{i=1}^N \exp\left[f(x_i)\right] ~=~ \exp\left[\sum_{i=1}^Nf(x_i)\right]$$ $$\tag{7}~~\longrightarrow~~ \exp\left[\int_0^L \! \frac{dx}{\Delta}f(x)\right]~=~\exp\left[\delta(0)\int_0^L \! dx~f(x)\right] .$$