I've been learning about the theta parameter of QCD and I'm confused about the fact that it's supposed to be very small but at the same time some sources say that the Yang-Mills theory should be invariant to 2$\pi$ shifts in $\theta$
Sources that says that $\theta$ is small:
(1)The CP Puzzle in the Strong Interactions (See page 6)
(2) TASI Lectures on The Strong CP Problem (See page 19)
Sources that say that Yang-Mills theory is invariant under $2\pi$:
(3) Notes on Supersymmetry (See page 6)
(4) Non-Perturbative Dynamics Of Four-Dimensional Supersymmetric Field Theories (See page 4)
Now source (1) (amongst others) tells us that there exists a term of the form:
$\theta n = \theta (1/32 \pi^2) \int d^4 x \ \epsilon^{\mu\nu\rho\sigma} \ F^a_{\mu\nu} F^a_{\rho\sigma}$
in the Lagrangian of our QCD, where the $\int d^4 x \ \epsilon^{\mu\nu\rho\sigma} \ F^a_{\mu\nu} F^a_{\rho\sigma}$ part gives CP violation. Thus we require $\theta = 0$ if want no CP violation. However to me this implies that the theory is not invariant under a shift in $2\pi$ of $\theta$ as $\theta = 2\pi$ would not make the above term disappear (you'd end up with $2\pi n$ rather than $0 \times n = 0$).
Similarly how can we say that $\theta$ has to be small if $\theta$ can be shifted by any multiple of $2\pi$ to give the same theory? Is it the case that when we say '$\theta$ is small' we actually mean '$\theta$ modulo $2\pi$ is small'. Also is it the case that the above equation some how disappears for all values of $\theta$ that are multiples of $2\pi$, and not only $\theta = 0$?
Theta vacuum effects on QCD phase diagram - page 2 seems to imply that the CP violating term disappears for all value of $\theta$ that are multiples of $\pi$.