Tuning map
A tuning map represents the tuning of a regular temperament. It can take a vector representation of an interval (monzo) as input and outputs its pitch, usually measured in cents or octaves.
A tuning map has one entry for each basis element of the temperament, giving its size in cents or octaves (or any other logarithmic pitch unit).
It may be helpful, then, to think of the units of each entry of a tuning map as [math]{\large\mathsf{¢}}\small /𝗽[/math] (read "cents per prime"), [math]\small \mathsf{oct}/𝗽[/math] (read "octaves per prime"), or any other logarithmic pitch unit per prime (for more information, see Dave Keenan & Douglas Blumeyer's guide to RTT: units analysis).
Generator tuning map
A generator tuning map is like a (temperament) tuning map, but each entry gives the size in cents or octaves of a different generator, rather than of a formal prime.
It may be helpful, then, to think of the units of each entry of a generator tuning map as [math]{\large\mathsf{¢}}\small /𝗴[/math] (read "cents per generator"), [math]\small \mathsf{oct}/𝗴[/math] (read "octaves per generator"), or any other logarithmic pitch unit per generator.
From the generator tuning map [math]𝒈[/math] and the mapping [math]M[/math], we can obtain the tuning map [math]𝒕[/math] as [math]𝒈M[/math]. To go the other way — that is, to find the generator tuning map from the (primes) tuning map — we can multiply the tuning map by any right-inverse of the mapping, such as the pseudoinverse [math]M^{+}[/math], as in [math]𝒈 = 𝒕M^{+}[/math]. For more information, see the explanation here.
Example
Consider meantone temperament, with the mapping [⟨1 1 0] ⟨0 1 4]}. Temperaments, as represented by mappings, remain abstract; while this mapping does convey that the generators are ~2/1 and ~3/2, it does not specify exact tunings for those approximations. One example tuning would be quarter-comma meantone, where the octave is pure and the perfect fifth is 51/4; this gives a generator tuning map of ⟨1200.000 696.578].
The tuning map from [math]𝒈[/math] = ⟨1200.000 696.578] and [math]M[/math] = [⟨1 1 0] ⟨0 1 4]} is [math]𝒕[/math] = ⟨1200.000 1896.578 2786.314].
So, to answer the question, "how many cents is the approximation of the interval 16/15 in quarter-comma meantone?" we use the dot product to map 16/15's prime-count vector [4 -1 -1⟩ via the tuning map given above, 4×1200.000 + (-1)×1896.578 + (-1)×2786.314 = 117.108 cents.
Another example tuning for meantone would be the TE tuning, which is the default that Breed's popular RTT web tool provides. This gives us a tuning map of ⟨1201.397 1898.446 2788.196]. To answer the same question about 16/15 in this tuning of meantone, we use the same prime count vector, but map it with this different tuning map. So that gives us 4×1201.397 + (-1)×1898.446 + (-1)×2788.196 = 125.931 cents. And that's our answer for TE meantone.
Cents versus octaves
Sometimes you will see tuning maps given in octaves instead of cents. They work the same exact way. The only difference is that these octave-based tuning maps have each entry divided by 1200. For example, the quarter-comma meantone tuning map, in octaves, would be ⟨1200 1896.578 2786.314]/1200 = ⟨1 1.580 2.322]. If we dot product [4 -1 -1⟩ with that, we get 4×1 + (-1)×1.580 + (-1)×2.322 = 0.098, which tells us that 16/15 is a little less than 1/10 of an octave here.
With respect to the JIP
JI can be conceptualized as the temperament where no intervals are made to vanish, and as such, the untempered primes can be thought of as its generators, or of course its basis elements. So, JI subgroups have generator tuning maps and tuning maps too; the generator tuning maps and tuning maps are always the same thing as each other, and they are all subsets of the entries of the JIP.
With respect to linear algebra
A tuning map can be thought of either as a one-row matrix or as a covector. The same is true of generator tuning maps.