Internal FAQ - vec_ptype2(), NULL, and unspecified vectors
Promotions (i.e. automatic coercions) should always transform inputs to
their richer type to avoid losing values of precision. vec_ptype2()
returns the richer type of two vectors, or throws an incompatible type
error if none of the two vector types include the other. For example,
the richer type of integer and double is the latter because double
covers a larger range of values than integer.
vec_ptype2() is a monoid over
vectors, which in practical terms means that it is a well behaved
operation for
reduction.
Reduction is an important operation for promotions because that is how
the richer type of multiple elements is computed. As a monoid,
vec_ptype2() needs an identity element, i.e. a value that doesn’t
change the result of the reduction. vctrs has two identity values,
NULL and unspecified vectors.
NULL identityAs an identity element that shouldn’t influence the determination of the
common type of a set of vectors, NULL is promoted to any type:
vec_ptype2(NULL, "") #> character(0) vec_ptype2(1L, NULL) #> integer(0)
The common type of NULL and NULL is the identity NULL:
vec_ptype2(NULL, NULL) #> NULL
This way the result of vec_ptype2(NULL, NULL) does not influence
subsequent promotions:
vec_ptype2( vec_ptype2(NULL, NULL), "" ) #> character(0)
In the vctrs coercion system, logical vectors of missing values are also
automatically promoted to the type of any other vector, just like
NULL. We call these vectors unspecified. The special coercion
semantics of unspecified vectors serve two purposes:
It makes it possible to assign vectors of NA inside any type of
vectors, even when they are not coercible with logical:
x <- letters[1:5] vec_assign(x, 1:2, c(NA, NA)) #> [1] NA NA "c" "d" "e"
We can’t put NULL in a data frame, so we need an identity element
that behaves more like a vector. Logical vectors of NA seem a
natural fit for this.
Unspecified vectors are thus promoted to any other type, just like
NULL:
vec_ptype2(NA, "") #> character(0) vec_ptype2(1L, c(NA, NA)) #> integer(0)
vctrs has an internal vector type of class vctrs_unspecified. Users
normally don’t see such vectors in the wild, but they do come up when
taking the common type of an unspecified vector with another identity
value:
vec_ptype2(NA, NA) #> <unspecified> [0] vec_ptype2(NA, NULL) #> <unspecified> [0] vec_ptype2(NULL, NA) #> <unspecified> [0]
We can’t return NA here because vec_ptype2() normally returns empty
vectors. We also can’t return NULL because unspecified vectors need to
be recognised as logical vectors if they haven’t been promoted at the
end of the reduction.
vec_ptype_finalise(vec_ptype2(NULL, NA)) #> logical(0)
See the output of vec_ptype_common() which performs the reduction and
finalises the type, ready to be used by the caller:
vec_ptype_common(NULL, NULL) #> NULL vec_ptype_common(NA, NULL) #> logical(0)
Note that partial types in vctrs make use of the same mechanism.
They are finalised with vec_ptype_finalise().
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