The perturbative non-linear (NL) effects in the small-x evolution of the gluon densities depend crucially on the infrared (IR) regularization. The IR regulator, R c , is determined by the scale of the non-perturbative fluctuations of QCD vacuum. From the instanton models and from the lattice R c ∼ 0.3 fm. For perturbative gluons with the propagation length R c = 0.26 fm the linear BFKL gives a good description of the proton structure function F 2 (x, Q 2 ) in a wide range of x and Q 2 . The NL effects turn out to be rather weak and amount to the 10% correction to F 2 (x, Q 2 ) for x ∼ < 10 −5 . Much more pronounced NL effects were found in the non-linear model, described in the literature, with a very soft IR regularization corresponding to the IR cutoff at Λ −1 QCD . The latter issue is also commented below.