# Abstract syntax tree expression representation and operations (`kmath-ast`) This subproject implements the following features: - Expression Language and its parser. - MST (Mathematical Syntax Tree) as expression language's syntax intermediate representation. - Type-safe builder for MST. - Evaluating expressions by traversing MST. ## Dynamic expression code generation with ObjectWeb ASM `kmath-ast` JVM module supports runtime code generation to eliminate overhead of tree traversal. Code generator builds a special implementation of `Expression` with implemented `invoke` function. For example, the following builder: ```kotlin RealField.mstInField { symbol("x") + 2 }.compile() ``` … leads to generation of bytecode, which can be decompiled to the following Java class: ```java package scientifik.kmath.asm.generated; import java.util.Map; import scientifik.kmath.asm.internal.MapIntrinsics; import scientifik.kmath.expressions.Expression; import scientifik.kmath.operations.RealField; public final class AsmCompiledExpression_1073786867_0 implements Expression { private final RealField algebra; private final Object[] constants; public AsmCompiledExpression_1073786867_0(RealField algebra, Object[] constants) { this.algebra = algebra; this.constants = constants; } public final Double invoke(Map arguments) { return (Double)this.algebra.add(((Double)MapIntrinsics.getOrFail(arguments, "x", (Object)null)).doubleValue(), 2.0D); } } ``` ### Example Usage This API is an extension to MST and MstExpression, so you may optimize as both of them: ```kotlin RealField.mstInField { symbol("x") + 2 }.compile() RealField.expression("x+2".parseMath()) ``` ### Known issues - The same classes may be generated and loaded twice, so it is recommended to cache compiled expressions to avoid class loading overhead. - This API is not supported by non-dynamic JVM implementations (like TeaVM and GraalVM) because of using class loaders. Contributed by [Iaroslav Postovalov](https://github.com/CommanderTvis).