Finch Logic (High-Level IR)

Finch Logic is an internal high-level intermediate representation (IR) that allows us to fuse and optimize successive calls to array operations such as map, reduce, and broadcast. It is reminiscent to database query notation, representing the a sequence of tensor expressions bound to variables. Values in the program are tensors, with named indices. The order of indices is semantically meaningful.

The nodes are as follows:

Finch.FinchLogic.deferredConstant
deferred(ex, [type])

Logical AST expression for an expression ex of type type, yet to be evaluated.

Finch.FinchLogic.tableConstant
table(tns, idxs...)

Logical AST expression for a tensor object val, indexed by fields idxs....

Finch.FinchLogic.mapjoinConstant
mapjoin(op, args...)

Logical AST expression for mapping the function op across args.... The order of fields in the mapjoin is unique(vcat(map(getfields, args)...))

Finch.FinchLogic.aggregateConstant
aggregate(op, init, arg, idxs...)

Logical AST statement that reduces arg using op, starting with init. idxs are the dimensions to reduce. May happen in any order.

Finch.FinchLogic.reorderConstant
reorder(arg, idxs...)

Logical AST statement that reorders the dimensions of arg to be idxs.... Dimensions known to be length 1 may be dropped. Dimensions that do not exist in arg may be added.

Finch.FinchLogic.relabelConstant
relabel(arg, idxs...)

Logical AST statement that relabels the dimensions of arg to be idxs...

Finch.FinchLogic.subqueryConstant
subquery(lhs, arg)

Logical AST statement that evaluates arg, binding the result to lhs, and returns arg.

Finch.FinchLogic.queryConstant
query(lhs, rhs)

Logical AST statement that evaluates rhs, binding the result to lhs.

Finch.FinchLogic.producesConstant
produces(args...)

Logical AST statement that returns args... from the current plan. Halts execution of the program.

Finch.FinchLogic.planConstant
plan(bodies...)

Logical AST statement that executes a sequence of statements bodies....

Finch Logic Internals

Finch.FinchLogic.LogicNodeType
LogicNode

A Finch Logic IR node. Finch uses a variant of Concrete Field Notation as an intermediate representation.

The LogicNode struct represents many different Finch IR nodes. The nodes are differentiated by a FinchLogic.LogicNodeKind enum.

Finch.FinchLogic.logic_leafFunction
logic_leaf(x)

Return a terminal finch node wrapper around x. A convenience function to determine whether x should be understood by default as a immediate or value.

Executing FinchLogic