FST Weight Requirements
A
semiring is specified by two binary operations ⊕ and ⊗ and
two designated elements
0 and
1 with the following properties:
- ⊕: associative, commutative, and has 0 as its identity.
- ⊗: associative and has identity 1, distributes w.r.t. ⊕, and has 0 as an annihilator: 0 ⊗ a = a ⊗ 0 = 0.
A left semiring distributes on the left; a right semiring is similarly defined.
A
Weight class must have binary functions
Plus and
Times and static member functions
Zero() and
One() and
these must form (at least) a left or right semiring.
In addition, the following must be defined for a
Weight:
-
Member: predicate on set membership.
-
NoWeight: static member function that returns an element that is not a set member; used to signal an error.
-
>>: reads textual representation of a weight.
-
<<: prints textual representation of a weight.
-
Read(istream &): reads binary representation of a weight.
-
Write(ostream &): writes binary representation of a weight.
-
Hash: maps weight to size_t.
-
ApproxEqual: approximate equality (for inexact weights)
-
Quantize: quantizes wrt delta (for inexact weights)
-
Divide: ∀ a,b,c s.t. Times(a, b) = c
⇒ b' = Divide(c, a, DIVIDE_LEFT) if a left semiring, b'.Member() and Times(a, b') = c
⇒ a' = Divide(c, b, DIVIDE_RIGHT) if a right semiring and a'.Member() and Times(a', b) = c
⇒ b' = Divide(c, a) = Divide(c, a, DIVIDE_ANY) = Divide(c, a, DIVIDE_LEFT) = Divide(c, a, DIVIDE_RIGHT) if a commutative semiring, b'.Member() and Times(a, b') = Times(b', a) = c
-
ReverseWeight: the type of the corresponding reverse weight. Typically the same type as Weight for a (both left and right) semiring. For the left string semiring, it is the right string semiring.
-
Reverse: a mapping from Weight to ReverseWeight s.t.
⇒ Reverse(Reverse(a)) = a
⇒ Reverse(Plus(a, b)) = Plus(Reverse(a), Reverse(b))
⇒ Reverse(Times(a, b)) = Times(Reverse(b), Reverse(a))
Typically the identity mapping in a (both left and right) semiring. In the left string semiring, it maps to the reverse string in the right string semiring.
-
Properties: specifies properties that hold:
-
LeftSemiring: indicates weights form a left semiring
-
RightSemiring: indicates weights form a right semiring
-
Commutative: ∀ a,b: Times(a, b) = Times(b, a)
-
Idempotent: ∀ a: a ⊕ a = a.
-
Path: ∀ a, b: a ⊕ b = a or a ⊕ b = b.