In p. 6 of the book from the title, we read
If $f:X\to Y$ is a locally finite type map of schemes, we define the relative dimension of $f$ at $x\in X$ to be $\dim\mathscr{O}_{X_{f(x)},x}$. If this function is identically equal to $n\geq 0$, we say that $f$ has pure relative dimension $n$ (i.e., non-empty fibers of $f$ are equidimensional with dimension $n$).
In other places I find the notion of a morphism of (pure) relative dimension $n$ defined as the one in between Conrad's parentheses (call this “definition $a$”); this seems to be the standard. However, this is not equivalent to “$\dim\mathscr{O}_{X_{f(x)},x}=n$ for all $x\in X$” (call this “definition $b$”). For instance, the morphism $\mathbb{A}_k^1\to\operatorname{Spec}k$ satisfies definition $a$ but not $b$.
My question is:
Can we fix Conrad's definition $b$ to make it equivalent to $a$?
For example, if $X$ and $Y$ are locally of finite type over a field $k$ and $f$ is a morphism over $\operatorname{Spec}k$, I think the condition “$\dim\mathscr{O}_{X_{f(x)},x}=n$ for all closed points $x\in X$” would be equivalent to definition $a$, or something like that. Nonetheless, I don't know if we can achieve something that works for an arbitrary morphism of schemes locally of finite type.
The linked document by KReiser in the comments contains a correction by Conrad. There, the author argues two things: (i) that $\dim_xX_{f(x)}$ equals the maximal dimension of an irreducible component of $X_{f(x)}$ passing through $x\in X_{f(x)}$ and (ii) that “$\dim_xX_{f(x)}=n$ for all $x\in X$” is equivalent to definition $a$. My trouble now is that I don't know how to prove (i), and neither I know how to show (ii) even taking (i) for granted. Regarding how to show (i), KReiser has given hints in the comments, but I feel I'm still missing something. Regarding how to prove (ii) (taking (i) for granted), one only has to show that all nonempty fibers are equidimensional, but why are they?
EDIT: I just found the necessary lemma in the SP, 0A21(5): for a scheme $X$ locally of finite type over a field, one has $\dim_x(X)=\max(\dim Z)$, where the maximum is over the irreducible components $Z$ of $X$ passing through $x$.