I am looking for an algorithm or approach to evaluate mathematical expressions that are stated as string. The expression contains mathematical components but also custom functions. I look to implement said algorithm in C#/.Net.
I am aware that Roslyn allows me to evaluate an expression of the kind
"var value = 3+5*11-Math.Sqrt(9);"
I am also familiar how to use "node re-writing" in order to accomplish avoidance of variable declarations or fully qualified function names or the omission of the trailing semicolon in order to evaluate
"value = 3+5*11-Sqrt(9)"
However, what I want to implement on top of this is to offer custom script functions such as
"value = Ratio(A,B)"
, where Ratio is a custom function that divides each element in vector A by each element in vector B and returns a same length vector.
or
"value = Sma(A, 10)"
, where Sma is a custom function that calculates the simple moving average of vector/timeseries A with a lookback window of 10.
Ideally I want to get to the ability to provide more complexity such as
"value = Ratio(A,B) * Pi + 0.5 * Spread(C,D) + Sma(E, lookback)"
, whereby the parsing engine would respect operator precedence and build a parsing tree in order to fetch values, required to evaluate the expression.
I can't wrap my head around how I could solve such kind of problem with Roslyn.
What other approaches are out there to get me started or am I missing features that Roslyn offers that may assist in solving this problem?